{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x211eff71c18>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dLj4fPibDBwAAAIxr2dCWKvbzKkKGzzoCPixRlXS2g7rM58rNNAR8HSGVPGEtAwAAADAql65lSEo6nfetkk6VBHxYwsn0BrNMfK5c08HsX/x4ItYyAAAAAGNqBXxJ5Z1XNbSlsKuSJFMe/3NzAr6ReNPP8E1crsJMBrN/TUln2Vv+CAAAAOD6ceVwSWfM8MWSTuMY2oIlBnv4FDN86q9lCKnkqUqVvV0gAAAAAK4XVzZzM9KSTu+lzDQZPktJJ5Zxsr2gzvpCpZlIA0Nb4kTPqQoVBHwAAADAeJb08MUqvNJWi9fjWrXjjIBvJF6mv4fPOzmZwXLP+PFEpRZldyk7AAAAgOul1cPn06Et1fteWTx4Qx/XGAj4RuJNP+CTqumd1bTXTg9fuO/UlCoKAj4AAABgLL4cXrzuQ6Wdt1WYdBJmaxDwjcTLynSeIFVPn6mOaXhKpyQV+fFvDgUAAACOrCU9fHGAS53h0/FfmUbAN5KhtQxGXt6EgS7dHr5WwHf8m0MBAACAIysdxuLTtQzhfRNLOm/gYxoJAd9Iqixe9xniq5JOYwZKOpv3iwUZPgAAAGAsPtmv532TxaOkE1dtqIevKvE0GprSaZInWlmQ4QMAAABGkwZ8yYR8H0s6Y4bPUdKJJaoevu7wlSpJ7AZLOpuPKekEAAAARpSsW3A+3cMXz8lN9fGNfEwjIeAbyVCfnpGXTJXh6w508cl9BzN8n/hx6d6fG+OhAgAAACdPWUi/+p3Si/cPHEszfGnAF963VYave85+HBHwjaTatdfP8DnZakffy53S+cCvSg/9+vV/oAAAAMBJtHuxOod++uO9Q8alQ1uSHr4Q4HkTw6Tjvy6NgG8kw6sX4hOon+FLg0M3UNK5sTPTpe3Z9X+gAAAAwAnkXbV64crObv9gspbBtXr4wjm5YfE6rkJvD5+WD21JP3YDJZ0XN3f14uXt6/4YAQAAgJPo8laVLHn0hcu9Yybp4UuzeE3Ax5RO7MMZq6GgzhszuJQ9zfAN9fBZX7YmeQIAAABYroxZPFf0jqUBnysHevjqgI+STixllkzpjKNclk/pdEWuLqtS9gQ84QAAAIAbwcWVCgOrFUwSBHo31MPH4nXsw5v+4nXjqymdfij7l/bwDWT4Ml/KigwfAAAAcDXKYnmGz7p+gkXqT+lkaAuWGtrDl/bw9bJ/aYav7D8BjdxAxhAAAADAkL0yfNYvy/C1Szr7U/ePHwK+kXgzsFw9WcvQz/4ltcNFfy1DppKADwAAALhKbo8evjTDl/bpxYmdpg74xnt8NwoB30iWr2UwS4LBtKSzn+GjpBMAAAC4ev5qe/jSpEp434eSToa2YCk/ULZp5KuKzqG1DElJpy8HevgY2gIAAABcNVeGQM/3M3yZTzJ8yR4+xffD0JZ+kub4IeAbydDQFinJ8PV2eiQB3+CUTid7AppGAQAAgBuhKencp4cvWX3m4vvs4cN+vBke2uJlpX16+DQwNajq4aOkEwAAALgasaTT7BPwtSrtwvsmTuk8ARV2BHyjGQrqvLwZ7u9rPdEGe/icMjJ8AAAAwFVxoU/PDJR0TlolnWnipbOWgQwflqlKOvuL1xWmdPbLgZ2K8J9jaQ8fQ1sAAACAq1L38A1m+Mr63NslAZ/z7R6+kzCmk4BvNLbXp1eVdEoamNJpvFOuafV+dw+f95oYx9AWAAAA4CrVJZ0DbVETn6vQJHyUnmN39/AR8GGJavXC0JTOuIevX9IZAz7f7eELgR5DWwAAAICrUw9tGQj4MpVaaCUcT1qruiWdZPiwTNWnN9DDJyNvbP9qgfda1Bm+dkmnDxk/Aj4AAADgKoUMnx1YvD7xuXITky3NOXZvaIs7/uffBHxjGcjwNVcIBko65VSaTE5G6jwpy4KADwAAAHg53B4lnZlKFTHgS47HResx4PNk+LCMN1Z2oIdPxoSSzm6Gz8nLqFAmdXr4iqIKADOGtgAAAABXxbvlJZ0TXzQBn0tLOuPQFhNuIODDEkOrF+o9fANDW6rPMco1ke308JWh/pgMHwAAAHB1YsBnBwK+qZqALx3aUmf7wpTOoXP244aAbyym38NXlXSa6n/d7J938rIqNektXnch45cxpRMAAAC4Kr4M5ZmdPXzee01UqrRhaEvapxd7+LIwwfMEnH9P9r8LDsIbI9vr01Nd0tnN1hk5OWNUaCLT6+EjwwcAAAC8HMsyfKXzmqpQaaqAz/l+SacJaxk8JZ1Yzsp0rgjEKZ0h9GvzVblnMVTSGYa2TAwBHwAAAHA1mj187XPownUyfH5gD5+NYRIBH5bwAyWdRk7emMGVDfHJVJp+wFfvEJFOxGhYAAAAYGzLFq/nRampKeVCwOeTgM/VaxliSScBH5YZXLxeLWQYGtpivJOTVWkmvTrjmOGT1FvZAAAAAGBA3MPXCfiKvNp57ey0db/0/XoPHwEflvGyvR6+apOHkTf9oS0K5Z5Vhq8T8CUZPk/ABwAAAOzLLwn48nwuSXLZarhjc6zu5zOUdGI/ZslaBlPl+YaGtsgYlZrI+uEpnVI7+AMAAAAwbFnAFzN8PuuXdNb9fnWG7/i3UxHwjcX0M3xVGaetdvENHKsyfFNl3dGxRfNxWbJ8HQAAANhXDPjUPn/2oV3KxYAvKen0nQyfOQElnaxlGIkf7NPzcTdDv9wz7uEzmSbdHr6kjNMR8AEAAAD7ikvUe4vXy9jDt9L/nDgg0cQw6fgHfGT4xmKsbC8FnCxeH8rwmaqHL1M74HOtDF+73BMAAABAX8zcZd0MX2iR8nFoi+9n+Iw18YaRH+X4yPCNZiDDJy9vqnJOu2Roi9Qf6JKuZXAFGT4AAABgX0t6+Fws4TRVn54f2sMXF6+T4cNSS3v4lmX4qpLOoVLQ1tAWpnQCAAAA+6qHtnSGJcYgzg+sXmhKOq2cN72l7ccRGb6xmOHBLFUP30Aw6H24R//z0kZSx5ROAAAAYH+xpLPbw9fN8LkkqIslnSamYMjwYQlv+oNZqryelUw/w6e4ssGYXu9fmuHzBHwAAADA/vySKZ0unIfbfkln3cNnbNVudQJ6+Aj4xmLs0l17TnZggqeTq1c2tKVZPdYyAAAAAFehHtrSKemsB7NUxY7p6oU6+LMh4CPDh+UGgrrw/1UXXz/DJ2NCD1/nSZkObSHDBwAAAOwvBG/dDJ8LmT8fAr7W0JbwflXSSYYPe9ljaIs3/WDQqpnS2R/a0gR5aT8fAAAAgCWWZPgUevZMPbSlX9IpSjqxr1DS6VtPkrCWYai/Lyxe97KttLLUzvCxhw8AAAC4CiHgm3TXMvh2D5+WZvgkSjqxXMjiueQ5YuVlzPBaBoX+Pg2VdCarGDw9fAAAAMD+/PDiddWrF+LQln4PnzFWzlgyfNhDyOK5boZPZrjc00teZnAPXxrwOfbwAQAAAPuLAZ/x7V174fZmaEt/LUM1VV+9RMxxRMA3Eh9KOtOAz/i4h2/J4nUTSjq72b/W0BYyfAAAAMC+ktkXrYq5Tknn0FoGSw8f9mWsMuNbz5G4h88bI+uHB7rI9Hv40iCPkk4AAABgf2nmrjUEMZZtZv2SzmYpu5VjLUPFGPNGY8xHjTEPG2MeNMb8/XD7HcaY3zbGPBbe3p58zvcZYx43xjxijPmLye1fa4y5Pxz7UWNCLvU4MtU/rXPNE83GPr2BSZx1uacGUsetkk4CPgAAAGBfybCWolg0N9dTOvslnfEM3dgwd8NT0ilJhaT/zXv/Vkl/WtJ3G2P+iKR/JOkj3vuvlPSR8LHCsW+V9EclfZOkdxoTOialn5T0XZK+Mvzvm67D4zscIeDzrrt83YRj/SmdMnZwZUN7aAs9fAAAAMB+TBLwuWJgEudASWcT4Nk6GXPcXXPA571/wXv/2fD+pqSHJb1e0l+VdFe4212Svjm8/1clvdd7P/fePyXpcUl/0hhzp6Rbvfef9FVe9eeTzzl2TJ3ha55oJixXH1zLIC+/LPvXqjkm4AMAAAD2lZyHF2WS4QslnMbaeEPyOTEYrBavd1utjqPr2sNnjHmzpK+R9GlJr/XevyBVQaGkLw13e72kZ5NPey7c9vrwfvf2Y8kPlnT60MPXz+KZPY6ly9ZdQUknAAAAsJ92hq/ZZV2fW4eSTmmgpNNkIcNHwFczxtws6f2S/oH3fmOvuw7c5ve4feh7fZcx5l5jzL3nz59/+Q/2BjB1SWcaoDVTOnsBn4//BANXEtImU3r4AAAAgP0lpZpl0Z/SabMQ8CWLs+uVDcaEKZ308EmSjDFTVcHeL3nvfy3c/FIo01R4ey7c/pykNyaf/gZJZ8Ptbxi4vcd7/y7v/dd577/uNa95zfX4Ea6/gQxfVdJpw3L1obUMyxavJ1cn2MMHAAAA7CvN8JXpHIxuD5/6e/iMjQ1YZPgUJmn+a0kPe+/fkRz6gKTvCO9/h6RfT27/VmPMqjHmLaqGs9wTyj43jTF/OnzNb08+5/ixVcIybQI19f8v6eGTrdYydL6UcQMpaAAAAABLpdM3y7Kf4WumdCbn5fX7SyrvjqHJ/nfZ19dL+jZJ9xtj/iDc9r9Leruk9xljvlPSGUl/TZK89w8aY94n6SFVEz6/2/s6/P67kt4t6ZSkD4b/HU9h8Gg6tKVZy6DBHj4ZExavdzJ8ydUJEfABAAAA+0ozfD7p4asHs4Q9fOn6hnpHnzVyISVz3F1zwOe9/30N999J0jcu+Zy3SXrbwO33Svrqa31MR0JcIegGMnxDJZ3eVYNeBiZ4pkEeaxkAAACA/S0r6YxBnY1DW1oZvhDwmUwnJcN3Xad0IjHQw6e4lmFoaEucW2MGpgG11jKQ4QMAAAD2k5Z0ujJpkYpBXdYP+Opyzzi05QRk+Aj4RjI0pbPatRdXLzRPqHhMxsgb2+/va2X4CPgAAACA/eyX4RtevB7Oww17+LCfTobPex8COSNjjKxcK3tcD21Rf0qnfLqWgZJOAAAAYD+tDF8xNKVz0ruf6nJPW03QJ8OHpUz7ioH33cEskksiPqvYwzc0pTNtJCXDBwAAAOxn2eL1evVCHNqifkmnjGUPH/Zm4lqGEKw1m+VDhs90Zv746piXle0+sdIMX3n8n3QAAADA2NKquXSXtXftDF8a1Jk6+3dywqST85McMaZey5CUdJq4eL0/0KVe2TA0wdOVmvuQcqakEwAAANhXWqqZzsGoK/AkOd/O4jVDW6ycbO+8/Dgi4BuLiRm+JuCT1Jr141srG2IwOBzwLTQNX4eSTgAAAGA/1jdJk/aUzupc29qs2rXXOvWOaxkkUdKJPcUpneFJ4uKTxdh6gmdaL2zkqqEtA1M65UvlYWWiZ/E6AAAAsC8jV59Du3SXtWvKNp1MZ2hLk+GrWrLI8GGZevF66OFz1ZPFG1Mfc62VDfFzhpayl8pDhk8EfAAAAMC+jHf1ObQv06EtIeALE/KltKQzZvjClE7WMmCZuNejnsRZXzkwSblne0pn1cPXrxU2vlBuCPgAAACAq2V9WZ9Dp4mWODrRWCMnU2f8qoNphs+KtQxYyizp4auCvVDu2SrpbJayd0s6rWuerPTwAQAAAPurSjpjhm9o8Xo1mKUV1MWAL0zpZPE6lotTOkOAFidyGi0r6QxL2QcXr5cqTBgbWzKlEwAAANiP9U6F6Qd8dUbP2Kr4bmDxerU7m8Xr2EO9uyNm+BR7+Jq1DGlJZ3tKZ5v1pQqtVB+Q4QMAAAD2ZZUEfOlqs3pK5/IMnw2L1xnagqVMZ9denK5pTNrDl+zh89WUzqqks53hM76UsxOV3tDDBwAAAFwF68skw5fu4YvvhyyeHxjaYqtjnpJOLBWDOj/Qw1evbPD9zzFGmfGtY9aXkrEqZU/ELhAAAABgbFZOhd0rw5eFgC89J49DWzJVczwJ+LBMmNJZr2Won0imHuiSBm9xSmeTGUwDvkLOTKqUMyWdAAAAwL6MnEpTtUV5ly5eb3r4+nv4kgyfoYcPe+gGbnW/non7PpJl7FJ19WDJMSMnbzKVsjKUdAIAAAD7st7JhQyfkpLOZhKnqVqqBnr44n5s9vBhqRjwxYycTyb+NENb0qCuWssg2x/oYn0pZzIyfAAAAMBVsnJyNmb40pLO6hzcDmX4FI9lTOnE3oztBHXp1YFOf1qArGEAACAASURBVJ8UW0ZNWPDYXtlgfSlvrAplDG0BAAAArkKmUuUePXxVosW0d+21sn+GPXzYQz2YxbXeymSDQ1tiSedgf58v5enhAwAAAK5amuFrJU1ihs9WGb60pLOp6LTyhrUM2IMJQ1u8a5d0VuXAIahz3T69Zkef6wx08SaTM/TwAQAAAFcjk5OyGPA1Gb7mvNzKy7ZKOo1vVqlR0ok9mU4Wr97HZ6ziP7tLMnyhLbQOBl0SDGa+lLOxh4+1DAAAAMB+rHdyWezh62f4jMnkjST1z69NLPccOHbcEPCNpe7hC0+ugbUM6Y4+28nwpU9Kq6ak01DSCQAAAOzLJhk+M9DDZ6xChi/t4avOta21Azv6jicCvpE0UzpDUKdkxGtnSqf3UmbCWoaBPXyZyrAnZI+Azx3/qw8AAADAy7bkPDiTk2ym0ptWMsX7ziROP9zDJxMXph1vBHwj6U3prAM42zxzkgyfpJD560/wtN7J24lKZcMB31O/K/3QG6St89f7xwAAAACOrnt/VvrR/2hwkr2Vk0xWnUMPZvhsmJOf9vC1+/vo4cNSxlRDW9SZ0mmM6ff31RM8kymdLh3aUtZDWwZ7+B75kJRvS9vnRvhJAAAAgCPq4lPS5Weklx7sHcpCwFcok/cDPXwDZZuxKs/WaxmOfxUdAd9IjG1n6lydxVOvpDPu3PPGhqEunaEtKuVt6OEbmtL57Keqt2V+3X8OAAAA4MiKmbtnP9262Tsna3xV0ikrUw7v4auyeC79RElJ8uYEIOAbSXySNH16zR6+emhLuIJQl30am2T/2gGfMZmcyWTUCfgWO9ILn6/eZ2UDAAAAXkliwHfmU62byxjgmUylydq7rJMePmfay9WNT+dusIcPe6h7+GLgVq9lUG8Sp3fNBM9mD1/zpMy8k7dZb0+IJOns55onuiPDBwAAgFeQWOH27D3tm0PAZ8JqM+PTDF9cvC71Vi8krVb08GFvcUpnnXWLJZ2hVljpjr6y+Zy6hy+d0ukkO6kWr3eHtjybXM1Im1EBAACAky6e/145I22cbW4uQ2LFVkNb1JrSGc/L+1M6lUzWp4cPe2oyfDGoS/bw2c7KhmQaULO/r72WoerhG5jSeSapV6aHDwAAAK8kacIjKetsMnw2TOlMz6GboS1Oth3weS/nQwKGtQzYi7XtKZ1NetjUWbwYBLrkmAlPq7qk03tNjKt7+Gz3KsOlp+VvubN6nx4+AAAAvILk+ULF6ddWH1x6ur69LGMFXdXDlyZNTDI9vzr/bs6vvfdJEacRJZ1Yqh7MEvv0Wrv2YoYvDG0pY+rYqjfBM1ydaHr4OkGdL7VZTiRJ569sjfKzAAAAAEfR0+eu6Ox2OJdOzpN9HNpSn0M3mcB4Xm5tNlC26aqsn9TP/h1TBHwjMSHD5ztlm1Kza6/eBxLfJtm/eP8mHR17+DoZPlfq0rz6nNl8PsaPAgAAABxJZZFr5qfVB8las3RoS2m6i9fj0Jb+YBaTZviMkSXDh2WM7S5ej/s+TK9Pz7XGv2atY2UR+vLsRH5gLcMiz7WRV1+vLMcZ2vLk+S29954zo3xtAAAAnFxXdnK98+7Hk3kW15fxpXJV1W5pP59LSjqrORhDu/aqcK61esH7EATWN9Tv/Z1fuE9/82fa6x+OAwK+kcQsXr+HL8nwhXrhWPZpkmPx/kUR09GTwbUMu/OF5lqRJLliMcaPol+57zl937+5vwlaAQAAgKvw0UfO6Z9/6BE9cX6c1iPjcuXKVHircxs79e29DF9rD19otbJWvltB510d4nnZVjC4vSi0szh+MzMI+MZSr1eIQV14YskozvupM3z1jr6sXrweB7m4kOEzNpMfGNpSFIVyEwK+kTJ8u4tS3kuL8viPpQUAAMCNM8urAGmsQMm4Us5MVMrq+YtNUOmSgM/LyiY9fKaV4esOZvH1CjWZdn/f6xdP6S35k6P8HGOaHPYDOKnqKZ3hCeSVlm121jK4pIfPxgmeMcMXAr5sUk3p7JR0GpVydip5yRfjrGXYDb+gi8JpdZLtc28AAACgEhMGu/lIAZ8vqn3Vzjbn1ErOr2016T7N8KU9elWGL+3hc83O7M5Shr9x+V1ac1uSvm2MH2U0ZPhGEmt/62EtvpnEaTqDWSJjbN3DF4PBZkrnJDwh278s1juVdrW6rxsn4DOzi/pa84jmBRk+AAAAXL18Ptc32M+PGvB5k6mUba0oS0s6q4AvLdssVcZde2qvZZC8vGkCPdPL/h2/8On4PeJjwtjYixcyfD726ZmBpezNsabcM07pjCWdVcBn1Q66rJxKU00mGivD92fWf03vWflBLUb6RQUAAMDJ9PpzH9VdK/9M9uJTo3x96wo5MwkrFPoZPmMncspaJZ3VYJYki9ddvF4f607wdL2s33FAwDcS2xm+Evv1hlYvxPJNGdsLBssiqT8e6OHLVKrIqgyfH6mHbzW/olWTa75g7QMAAACunp1vSJLK3UvjfH1fyoUMnxmY0tmcQ6eJiySoM7aXxVPaw8daBizTDdyajR7N4vU6CKwneJp6aEvMCLqkh8+brJfhy+TkbBzaMk6GLyt2JUnFfHeUrw8AAICTyRdVwqCcbY/y9a0v5MxUpbLmnFpJwJdlcrYd8FWZunDO3V287n29eL06lmT45OXN8Qufjt8jPjbiYJYQ8Lm0hy/+s5fhWAz4svqCQlPSGZ+sS3r45ORihs+Nk+GbuJkkaTHf2eeeAAAAQKKoziPL+VgBXylvsypIS3r46kSIycIu62WrF9pZPJMcU2eCZxUYUtKJwMYevvDkik+yqofPpIeSgC9ZvB77+8KT1YYMX6Z+wOdDhk8jlXROyyqzV5LhAwAAwMtgyirD50YM+IZ6+OoZGXHSfWcPX8ziVdPzhwez+F5Jp6eHDwnTHczSBHzqTPCM90kHujRTOsPVCTtc0jmRkyZVwOdHKulcCRm+fDEb5esDAADgZDKhpNPn41SK2TCl03Uq4eJsC2szeTPpBXzp0JZl2T91s3+dCZ7HBQHfSGLZprmKtQz1FQhrw2L2ZrKQq5+sE6k7tCUEkTabaOGz0Uo6V3zI8C3I8AEAAODqxQyfFuNk+LKwk7rK8DXnyfWUziwLk+7TKjlXB27etPv0pGT/nukHfJR0olGXdMa1DMmUzk4Wr870ydbH4t1jwBd7+FoZPtdcuSiVSSNl+NZ8aLalhw8AAAAvQ1ZWFWJmpAxf5gvJDkzpDAGfNTHD15xDm2T1gmQHeviWr2xgaAtqNpZ0urpRT5JCBi9m+NpTOk0y0CVelajT0VnI8LVSzmV9rFBWB4DXk3NeqzHgyynpBAAAwNWzrjqPNMU4lWJWpbyZ9Jar+zRpYrtzMNpBnekGdXWGz7byecd1RQMB30iMOhk+NRk+azsTPGMPn7X9HX2dJ2s7w9cJ+K4hw/filZlmA4vVZ0Wp0yY029LDBwAAgJchKxeSJFsMZ/jObcy0PT940iLzpbzdY/F6NtTD5zplm+mMjGRoi9Q6ZhjaglQzfCW8iVk8mzUDXVy7h6+1sqGe0tlk+LpTOuOxLJuokK2f2AfxX/747+tffeyJ3u27i1KnFAK+ZRm+rXOtMbgAAAB4BZltSPOtwUNZyPBlSzJ8f+2nPqkf/chjB/7WmUrJTsLQlmQPXwz4zEQytp3h82lQ153S2R3akmo+7zg5fo/4mOhO25RLnkgxixefTukET9ue4OmSCUMymbLkKkNZD3vJVGgi4w6W4fPe68LWXE9f6DfT7swLnVYV6PmhgO/yGen//WrpC+870PcGAADAMfe+b5fe922DhyauyvBNBgK+onQ6c3FH57fmB/7WE1UZPq9seEpnlsnbSS/giz183nR7+JI+vYFjYkonavHJUNcEJyWd9bEQ1LUmeLazf63MoLWthtOyCOnv0Kh60CxbXnp5r8FftvlsR5kJpafFQMD3uV+Uyrm0fe5A3xsAAADH3NY56Ynfkdb71WJZDPhcP+C7uL2Q99K8cL1jV6vO8Kmd4YuVbzZU17V78doL1FsDXZqUjNRZ2UBJJ1rq0szOlE5jrHxcrt4Z6DK0siHWIpuQ4ZuYJFUdevaMzVRqIvmD1T/Pi+p7nN8cCPh2m6xfL8Pnyirgk7RgKTsAAMAr0iKu7vrsXb1jUx8CvrKfODgXzj3n+QEDPudk5cO+aiuTnAunPXzdwK2b4UtLOn1a7tmJ7VjLgBZrOqsXXDOJs87wxWAwOdZbyu6SgS62ChRjCWhZhoyenag0mewBp3TGqypDAd9id7P5oJvhe/w/SBvPS5K++PzFA31vAAAAHG+XNqoEgf/ce6Ri0To2CQHfiusHfLG6LCYfXrbYzhTOhYcyfFm92iydxNlk+PolnclAl87KBomSTiSMba9eaPbwqTeJs8n+mab3L5Z01g2nVgqZwZj1c6Gk08Q9fNcY8F3aybXopNTzWdKAW7QDwsVjH9VMK1r4TCUTPAEAAF6RJj7Xhj8ts3NeOv9w61jM8K36gYAvZvgOWtIZz32zab+Hr55mH0o6O2WbzR4+056Cn2b7OkvZjaekE4lY0tk8ueLbZBJnN6izSQ9fb2VDJtlJ+Lzq/qVrevjctWT4knUM69vtoK5IAj5Tto898vx5bftVzbUile2rOQAAAHhlmPhcF3WLJOncpSutYytjBnxlk+Grsnj9DJ+x1ZTOboavnrZpbDuok69WPISPWtk/OTJ8aJjeJM4YuJmBoC7p4bPtgS71cnVrkt6/6sntyqa/r0pjX1uGT+qXdRazpofPdEo6F/O5SjPRQhMCPgAAgFeoiXLNzSlJ0pWt9lyHFVXnrWuaNxVvQR3wDeyCvhrexWq3/lqGXoZP7aAu9udVGbv24vUmqOsGfM3/HycEfCMxneXqMcNnjJU65Z7N0BZTl23WwaBrMnzxa8bpnPVSdpvJaTJOwDdPAr5Ohs+4XIWm1UqIbsC32JF+8uulM58+0GMCAADAEfPh/0P68D/p3TxVobmtAj6XtAA557Wi6hzxlOaadYazxB6+bkvR1coX4fwz7KseKuk0diJvOmWbyWAWGdPO/qWTOE0nGFSysuEYOX6P+JjolnQ2PXymzv7FILAp27RJ719nSqdphrYUIbPXCvhMJnPAtQyzvNR/nX1Mf9g83wv4XBLwWdcJ+MpchZkoN9N+wLf5gvTSA9JznznQYwIAAMAR88Td0plPtm/zXisqtMhOS5LKvDlfXJROqyHDd1pz7XYyeec35/or9hN60/xgi9fLOLE+m8rLyiYBn+qhLdmSks50MEvS35cc86a9eN3I0cOHhu3s4WsNZqmHr3SndGb9/r56D18ztCUGemWZprEnsteQ4Xvb5F/rb2cf6gV8ftEEfFknqLMuV2GmyjWVcZ2AL9+p3u5cONBjAgAAwBGzs15VcaXC+WEeAj6XTOlMA75TZqHdRd761AsbM719+tP65uKDB3o4eR4Dvom8zTo9fHHx+mS4pDMEbq4T1LUyfJ2BLsZLIsOHyIRsXN3DlyxXr+uCO0Fdlf1rr2WI96mGtrQDPpfsF6kCvoNl+BbzmVZNoTeac/3l6+GXetucVtbZn2LcQqUmKsxUpmz/AisP9ds76wd6TNfM+6ScFgAA4IQ4rPMb76vzurwd8PlQwllM+hm++WyuiXHaMdWx2c5W63Pd1jmdNnOtDCxlvxplXgWXJpvKqb2WoZmDEYe2tCdxNmWbnQmevh3wpaoM3/FDwDeSumzTd4I6WdnQi9cNBo0ZmtJZfZ61ViarpnS60oW37ZLOg2b4inn1i/vl9lx/F18I+Lbsrco6WTzrq5LO0kxll2b4Dmk/3y98S1VnDgAAcFKUhfSOt0p/8Ms3/nsvtqRy3lzUD/JFde5YTm6WJPkiT45V993OXlV9iZ1mv/PuotQdi7OShid4Xo1Y0mmzaQjq+j18saQzM+1de84MT+Ks+vSaHj6GtmCp3tCWuk9PTYavXq6e7tqLx8rWfYzJkpLO7pTOiZw9eElnGQK+15sLWt/opOmL6hd1J7ulH/C5QqWdqjQTWdfJ8MV0//a1lXQ+d2lH3/DDH9WzF3f2v3PqwqNVDyEAAMBJsbNezUm48OjL+rSf/f2n9D/90n3X/r2lXoYvD7uY/Uos6Ux6+GbVfWeTW8PHTavQha253mTOSZJW/Vyle/m5s2IRM3xxaEuSxYtTOieTugwztlGli9e7y9VNupS9e0yekk40+kNbmimdsVK4t5bB2jpQ7B4z1tRlorF3z4e31mby11DSWc6r9PpEpczm861jttjRXFMt7ClNfDv7l7lczkxV2BVlflmG79pKOh86u6Fn1nf06Eub+985tdi65mATAADgSNk+X71NZixcjfvOXNLvPnqN50XLAr55DPhChi+Z+VCEDN9i5bbqvrtNSee5zSbgO23mB5rUGc+J7WQqb9o9fHXAlzUBn4sBX1LS6W03w6fWlM7eHr5jmOGbHPYDOLG6SxnTHj4bh7a41jFrmqBOe/TwxYxgXdKZZfImU3bADJ9PJnGe3n6udczmO5qbNZV2RRO30T7mC7nsJnnnZbu119eph+/idvWisTVv/2zzotR773lWn3/2sr7xra/VX/pjdyY/kFc529TMvaCbrum7AwAAHB3l1nllkp47d15vSG733uv7P/CgjDH6z//Ia/X1X/Hq1udtzQptzQvNi1Krk+xg33w7nNO5olp4nk0lNSWdJgR8Li3pnFXng8VqP+A7vznXm2wV8J3SXPOi1KmVl/fYXOgXtHYqb62y1lqG6hw6s1l9Xu5cqUyT0KfXlHS2BrMkkziNGQgGj1+8R4ZvTM6bfklnupaht3g9S6Z7utZba7M6GOwPbZnI20mrblmSdOW5qo9tn3UNLpm29KXli5olI3OzcldzsyZnVzXtZPEyX2X4SjvVxLdLOuN0T797ad/vv5f1JQHfp568qH/6gQf1a597Xu/9zJn2JxVzZXJaW1yqA2YAAIDjbuti1fO2tXG5dfvF7YXu+uQzevcnntb//Muf633edjiPihfSDyS9iJ9kGItQ0mlXb4431MfKkADwp26vPp43Ad+lnYXeaGLAt2jthR700kPS3W9vDa0p6gzfpKp208DQlkmWZPjCubNcE7h1SzSTxeu+099nvdNxDJ+O3yM+RqqnRyjpDB8ZmWZoS2ctg6xpaoy7Q1uSzGAZevfqcbO2CviybknnYx+WPvFj0oW9d5v4vPmlfZN5SYuy+WWZlrta2FWVWT/gm/hCzk7l7FRZJ+C7srERfl4v7V7a8/vvpc7wzdoBX/z4a06f182zl9qfFF6EMjlp1n5BvBF2F2V/+A0AADgxXvZsgetk91J1zpN1yip381JfYx7T60+XvYvkUnPhfH3rOgV8yeCWIg8B39otkjolnaHcU6fukCSVSVXZonCtks55vk/Ad//7pLt/qFVSGldA2GylGtoy0MOX2Uk9B6Pp4WsyfF62k+HzcslSduO7PXzHL8VHwDciL9MsXE9WL9S1v90snkl6+Fz7mKyt9/fVGb56aEvo4etm+OLVl+1zez/QRfNL++XmnPLkCsuknCm3p+SyVU3VDuoyn4eAb0WTztCWPGnKvZayzhjwbXdevGZ5qW+wn9cvu+/Vt195Z+uYmyWlp7HW/Qb68Y8+pm/+iY/f8O8LAADG9+kn1/Wf/vOP6vFzW/vf+TpbXAkBX9Hu4ZtvX9Gvrny/fk7fr5uKy3KdAShb1yXDl/QAJkFX7OGbnKoCPiWruspQRZbd/CWSJDdPgrXFju401TT3tVDSuaet2L/YfI2ySDN8WftcOCRGssmkrq5rMnx+jz695v1uhq+67fiFT8fvER8jTkYxz1cvXt9zMEuzlqFf0pmsZXBxaEvTjDqY4Ytp8/2CnvBLu3XqdXqjOae8bJ7YUzdTYU/JZ6ta6Wb4VMjbqVy2okknGCySKzjXMjylKels/2zTy4/rp6f/Qmta6FTZfsGdJSN/i819gt0RPHdpV89f3t3/hQsAABw7T12oznGev3yw3XHXogxBz7TsDE7ZvqLMeH2Ve0LvWnlHrzzyepR0+u1lGb6qqml17ZRyn9WL2CXJhezf9Jaqp9AnpaBr29WgwJ3Tr9NpzTXP9zlvqgfWNOd9cXK9naxUrVGtks54ft0f2mLkmkxdd0dfp78vzefZYzq0hYBvVKYZD5vs4esGdT4Z6BKvQHTLPdMePl/38DVTOmUnmvQyfOEXYmvvgM+EX9qNW75CbzLnlCclnStuV3l2Sj5b02onqIslnd6uaNIZGJOm7K8tw1e9iGzN29/79JXHtWJKXbG3a6Wzu2V360r9/vbFFw78vQ/qym71WCnrBADg5DkX/r7Hv/c3kglBz0o34JtV53xX7G36o+aZ1jwGKSnpvIaAb7GZnE8mGb64aH0yXVWuSSvgK0N/30oI+JT3BwXu3PZVmhinxWKfXXyxYi0J+OLOP5tNJNsN3MpqnoYxvYBPvlO2mXybbjDYzfAdw3iPgG9MaYav2cPX79NTvYdvYEpnfXUiq57MatLR9VqGLKsyfAcs6TThl3bnlrfodrOlPAnWVv1M5eSU/GRVq8pVJMHgRIV8tiKfrfTKPd1iRwsffpZrCfi2Ykln+2fzIZ2/Pb1DK64dWM22k4DvUqe/T5IuPiX95j+8pmEye/mTF39Dd03fPhzwFXPpA3+vegwAAOBo+oNflu67a/CQP/+o7l75X7S4dHac7/3iA9Jv/5+t4STRZFaVQK50pqMXs+a86LSZa5Y3F+LnRVlXb8UL6QdRbl6oz+18UlYZs3iTlTXlmsgkbT7xWHZT1cOXlmOuzarz0/y2r6gO7e6zamKrv5IiLl7PJivVxPpWSWepog7q2i1TaUmnTxM0UsjwLS/39OzhQ8rLJJm9ZkqntWHUa53hUziWNRM8XTfgs8ni9VDSWU/pnIYMX6dJN/5CbO0d8NmyetEo10JD7aJ5MVjzc7nJmjRZ1arJW+n2qXLJTqVsqmnne/vFjl7wVb32QQM+7722trf0v07ep/lup04+/Gyzldu0qvaL13yn6eGLte4tD7xfuuenpMvPHOhx7ecrdu/XN2Rf0IXLA7sDX/iC9Nm7pCc+Msr3BgAA18G9Pyt9/F8OHrp9/XN6s31J04uPjPO9H/5A9b03nu8dWluEnjffCfjCxfr5SjUNc54ET1uzQl9jHtM329+/5imd8dwundVQ5tXXnKysqTBZq4evDgZP3y4nUycZJMmUYX/f6S8JP8MePZHe75nhyyYTqTul05VJFi8GfOHcOV28bqxsN6ir03hD/X3HL8VHwDeiKuBrl2Ya05R0NgNd4vAV25Rtqj3sxVorm8WSzhAoxoWSodwz8+167SbDt3dJZ1bsysnIrd4qSSrDEBfvvVY1l5ucliZr1ZecNy8wE1/KZ1Mpq7J/6ZUok+/osm7Wll9TuXWwHr6dRamvdffr703+rd6y9dn2wfCCMZvertXOQvh8twm0yqEevvUnqrfXMD10L6fLKsO4feHZ/sEL4Y/D7jjTQx99aVNf//bf0Usb+5RFAABwjL3n02f0377rU+N9g9ll6dJTVWVOx8pO1S7S6mm7nuL5yfrjvUM3FdWxU5q3KpViwFesVhfv5ztNULQ9L/XfTz6k75/edU1TOrPZup73VWnmLDnXckVT0ll0MnwqQg/f2k2aaVWmaM4jTfg8c6ra0VfO9sjwza40paJJhi+2N2XZimRt61zY+Cbgi/MzXP1vlmTqjJVaZZvpMZHhw96qgC+8n+zhk41XBvpZPLN0D1867CWuZYj7RSby2VTW+HaZYt3Dt3eGL+7aM5NVSc143cJ5ndZcfnpaJgZ8YYGmvNeKKeoMnyT55IqOyXc104ou+ls03zjYpMz1rYVeb6pgcTpvB0ix73CxervWNFeZTKMqQoZv3d/SnihVf+HwAnrAgM85r7/8Y7+nv/Vz9+gLz7Ufl/deN5fV919cPNP/5PMh4Jtd6R+7Dj7/7GU9f3lXD53dGDx+YWvem3gKAMBR9MKVXS2W7Gb75JPr+uST6625A9fV7Ep1DhYvEidunr1YvbN7sXW7916/9Oln9I0/crd+4qP9YO2qLQv4Fjs65Xer8xupXdoYpl+WYf1BnmTLNue5btembjPb2t4aPj/YV1loJd+oA75FElDG5eeT1TUVmrYCPh/OKVdWT2lmVjUpk4AvBHA2lHume6F70uRFGvDFDN90Ktnu0JZSpWln+OqhLa1yWdPK8NnkmFfG0BbsrRrl2i7plDHVTj0pWbxevbXG1EFdd6DL0OL1uIcvs1k1gUjtoOtqM3yTcldzsyo7rYK62GCbF6VOm7lcdkomHMtDhq/+PtmK1AkUJckWu9r1q7qoW1TsMzRmmfXtue401dWztbwdWNliR7kmciu36JQWrebkuNTzWf+lmu4OXH2rA76DZdk254UeeH5Ddz9yXt/xs/e0js1yp9sUrnoNlGL4EPAtti/2jl0PF8KVuxeuDGf4/vpPfVJv+82HR/neAABcL0Xp9Bfe8bt61+/2Ay5JevFKdT5yTSWKe3Ax6Dr/xdbt3nvdVlQX0mM/XfSxR8/rH/+bB/TE+W199plrqCKqA77Ozx4uYj/rv1SSlO82wZsPlU/mpleHY+0M3x2mOjeZbB2w73B2WUZeZxUCviQb50OmbrqypsJ0M3zVsZXVU5qbtV7AV8pqslZVmLn5Hhm+NHmRBHzexZLOqWQyZcY3FWfOySnMk4jn3smUTpcEg7ab4QtBnTFKzuXjAyfgQ8IbNU+6ulEva6Z0uhjUxR19Ngn4+uWeNgR1cf9eupYhZtnKInnhS3v4Bhp/o2m5q4VZk51WgVu5qL5GPq9+Sf1kNQn4qq+Zhz4/M1mRyVaqbzdvyh6yclc7WtUlf4v8AdcyXNxe1PtZThXdgG9XM61K09OamlKzWRPguNmWCm91zr5Gq4tOwLdzsbkid8AM3+asenF5f6GbsAAAIABJREFU0x2ndWknb61fuLKbNy+qm/0X1cWLVbD14ksDvYXXwYWt6r/BC1f6o6Kfu7QjXXhMmxf6gag2X2q9gAIAcMNsnG2N+Zeqv6dfvnhU93xxoFpG0tnL1d/9USZi5zPZWD544dHWoa15odf66txiOm+fR7wYLrZ++Zec1ua1VNMsyfDFVVNn7ZdVd0uydb7ed1cFZGl55NY81+3h3OTUzgGnl4dzuedChq+YJRm+cO4ZAz7bCviq/652uqbCTJW55jzVuLlyTTRZu6n6Onudh6QDCAd7+FbqWRd15ZySks6Y4WvN1lg2mMUlJZ3dCZ6+CR6PkeP3iI+RaodHd7m66isD3T49Y22d/fO9ks5kLUOc0umaKZ0KwWCeTGVyMZ1fzqX58hT+xM2V27U6w+dCvXUeUvQmW6mPFSHDFwM+ZdO6FLTV31fOVNg1XdQtymYHC6zWt5uSzpvLjabnUVVAOTNrMtNTkqRZOtRlsaUdrSlfe7VuyjvfO71aduCAr/o3/rJXVf8m6QTRK1s7utVUL7pruy+2PzHf1cpm1ddnhko682vvu4t/+IYyfPc8ua5fWvlBfcuFd/U/8ee+SfrN773m77+Xf/WxJ/Q3frrfb+GcX1qycyN0l9MCwGHw3h/q69HQ7tjHz23pT/3gf9AT50dcMD7fkn7iT0mf+LHWzZc2t/X+lR/Q179wV2/FgHO+7lU/v3WNAV+ZS2UnOJs1F5nnL7arYs5vzOrqo9W8/bc8rj547a1r9bnCgSwJ+LbWq2Bt69QbJEk7W83jjAHfyq1V9i9dj7U1K3RHqD66NX/pYGWw4WL5lclrJEnFYIZvVaWZyqZBXTGvdvNlExVmKuubYNCWuXJNNQ0L2/1ij72GW0tKOsN/u0ko6ZSSKrSBoS314vVkEqfvrF5oD2ZpB4PtTODxQcA3Ii/1yjbTLJ5JUs7SsoEuTUlnPbQl9unVPXzTalKnpCLJ8OW7G9rwVUAUf1F+4Dce1G892A5Eql17SYYvXGUr4tW2yYqylZDhW8RjIaDIVmTC5xXzJsiYuJmma6e1ozXZfI+a7D1c3F7oTlUvqrdpo7VEdFLuamFXZVZOS+qM8l1sa1unVJ76Et3st6Q065m+eB60pDO8iN9ZB3zNi/r2leYF6dZFJ4u3/riMvJw3yhadgG/jrPT2N0pf/M0DPaZorwzf41+8X3eai3pV3unp9F66fEZ68N+2xiVfT957/eKnntFnnr7YCtwl6Z/91hf1Le/8+PAnbr4o/chbpRc+P8rj+sQTF/THfuDDR3LIzeYs17nNo/e4gOPuyTGDl2vwi596Rv/JP/ud8YK+j/xf0q/8rcFDD53d0Ff/09/Swy+0Lw4//MKGXtqY69c/N1AZcr088pvVRenO5OztSy9p1eT6E+ZBff7Z9t/rC1tzFeHf6cK1Zvh+7X+U3vPX27eF8wPnjRYvtAO+ixcv6GZTvTaf7lQfxQvAX3brWl0NdCDx/OTSM61zmO1L1flb8aovlyTNd5Jp4OGcbRL23ZVJULS7vak1Uz2e15l1Xdo5QBls+Hqvuu0O7foVlcn5Qgz4VtdOqexk+Ew518KEKjQzVZYcs26u3Ew1DRm+bqXRP/m3D+h3vhjOpbbPyclq26+2hvMpJD+m05U64CtDEGi8awK+OAdjYGiLMabT+6elwaC8p6QTbdWTrLOHzxjF5LDv9OkZY+sn5NDQlriHL2b24pM2y5oeviJvfoknxY7O+NdWH2yf0ywvddcnnh4I+OYq7ClNQuAWm2/LeSzbHOjvS0o6bSjpzJN1Dit+Jj+9SX5yulWv/XJc3Jrpy0JJ5x1ms75yJlVlqLk5JbtaBXx5Ulpg8y3NzJr86bDkM10Lsf54lfK/5c6ryvB97NHzvWAgLoGPGb70cc1CwOdk9OryXDu4Cf17j/g3aCXvrGy49HQ1fepT79z3Me2lCfj6gYJ75hOSpFvKTrA536xeMPNt6dEP9r/o5TPSp9+1Z1lw9MDzV7Sz6F/VfOD5DT13aVd56Vv/XpL06IubevDshs6sDwSbz39W2jwrnfn0vt/7IB46u6GteaGPPz5cdryzKMYbCLCP7//AQ/r2f33P/nfEoZvlZe+EFEfTg2ev6M/9yMf0+48drNXgWm3Pi9Y+29SHH3pJZ6/Mxlvm/eTd0uMfGXwt//BDLyovvR471w6GY2DwwQde7H2OJD19YVvnruaC2eaL0id+fPjvyP2/Wr3daf9N3rlcneh/tXlK9z3ebpFI/8ZduIapk/XFzvXHWjcX4bE84t+gUxtPtQbibZ9/WlL1d/5m1w6QtxeF1qZWt52eDmb4PvXkup5Z36d9wrkqw/iqN1VtPUkgPA+rpqav/kPVx9vJ9w8B3/SWKgOX9sO5ZFr667R+oL5HH4KxV99+u3a02h6wUi5UeqOV6YqcmShzzc9uyrkWqs4TS7PSyvBl5UKFmdYlnUomeDpXDcD5N58L/+23zmk7e5U2dbq1fsuXSQ9fJ+CTL+s+vTqhEi4UtIev2KWL141M1RdYH/Ohgu94OX6P+FhJFjnWi9etbL1cvVvS2ezhM73F683Khnrxer2WYSIziT184RepWCjzuZ4Jjb3aOqen17flvLTR+WOy6mcqslOyoTwyXqmpSzonq8pWqmOuzv6FyUpphi9vJniu+rn89JTs6k1a8fNmr+DLsLj8olZM9TPerk1tJS+eUzfTIltTtlK9SKT7YLJ8R3N7ul7yWaQDUtYfl7/9zdpduWPfgG93Uepvv/sz+pnfe7J1e13SeWs/w7fYrF5U11ffqC/TujZ2m2Obzz2o0ht93v1hrZWdgG8nPManf6+Z5HkA9dCWy7NWsPnSxkxv2blfUpUtbQUx6ZSx+9/f/6L33SV98HurLOQeNme5vuWdH9fPffzp3rEPPtD0DFzeaT///uz5X9TPT39Iv/fYwDTZi6EEd6SdibEU6J6n+kN0vPf6b/7lh/TjH35wlO9dlE7f92tf0GMvDexrlHTfMxf15PntQynx+vST6/qGH/6oNq7lCvUNdmU3H214w37e8+kz+pZ3fry+4HKjPbO+3cucH2X/7gtn9V/8y987lIspT5yv/lbct2Sgxi986hn96n3PjfK9vff6r97x7/WTH/li71heuvoxXXOJ4jKXz1SZtIG++qcfvk+fWP0e5S+1+9UubVevAY+d29Lj5/qZ0f/h5+/V9//GVbxG/sF7pA//Y+lCO7DSzsV6L+18sz3gbXGl+puwYkpdevSTrWNpFcs1/d7d925Jvhdsbl2p/o0+675KE79o/Q1arFc9hRdX36Bb/WZrSvjWvNDNqxPdsjbR1rzo/V5+z3s+q3/+W/v8jZ9vSN7pyqv/ePVxUpm02LqouZ/ojtdWJZ3p0BZTVNPRV+ryyGSCZ3Lh+06zrosHCJJ3t6u/Va999R3a1Wq7IqhYKNdE1pqqpLMV1FVZPEkq7USTNMPnF8rNikw4l0t39G0tCjkvPRGfd9vnddG8Stt+TUXSxuNDcDddWUmGG8ZJnK6/hy/MxlCnpNMa31nK3vTwVXePgSIZPnS0f83jHzYrY9urF2Kmr1rKHso2k2Cw9NX949CW+kqTjxm+SZPhiwFfXv2iNxm+83riXHVb94R7VXOVkzVNQtmmjxm+kM0zkxVNQsBXhj69MgaD0xVlIeCrM3zlQpmcND2tydrN4fF0sjd/8B7pd39YkvTDv/VF/Z1fuE9ddrMqIZmtvUa3dzN8blZlJVdjwNd8/Um5rUV2Sqdvql70NjaSjNb6Ezpj7tR956XF1t77cx5+cUOl83r+cjtDuTErdKu29Q1nfkI/OPnp1uMqwlW07dvfqtvMts5fbAKJy2ef0Iu6Q7urr9Zpt9UOgtPg896f3fNxLZOXTpd2FrplbaLdvGxdJf7cmUv6E7Y6ybhdm7qSlnOEYPOl7HXS47/dH94Sr3xeHJ6UFj11YVt56fXFF9sBjPdeH3rgRa1Oqpeb7kn5V83u13+W3a/nHvj9/heNf+guDzftX637nrmkP/+Oj2m9c2IQex6HAr6Xrsz0zs1/oK986Eev6Xsv8/T6jn75nmf1S5/u/2ybs1xPr+9oUTpd2H6ZJzMHuLjS9cEHXtQz6zu9E7y8dHrqwuEM9/He61fufVZXdoaD0H/0/i/oO+/6zA1+VJUvvrgh5zV4Qjy2J89v6c/+i7v14YeGB0F97swl3fv0OFOB97Mo3GA241NPruuhFzZ65YMvm3NXVXmQOhtezx882++jds7rRz78iH7+k09f2+NaYn1rrnfP/r5e94Uf6x178OyGdhbV3/TuEJL33/ec/vpPffLaep0XO83E7s5r+eYs19eee79eZy5q5fz9rWOXdhZayarX7g890B72MctLPXl+S4++dBXP+9g/310z8MhvSq7Q0/612rjYvuhXJFmpW859phU8xYEtt6xNDh7wFQvps79Qvb/YbC0L37lSnR88s/ZV1V3Xn66PuSvVucnGbW/VHdpslW6ubZ7RT/i36Y9v3K3SOe0mvYezvNSFrYUefH6ftUzhfODHHql206VBcr67pV2t6s7XxEmczd/bOMwuBnxpBs6Ev/PF6f+fvfeOkuyqrv8/973Kuapz7slRmpFmlIUCEllEk8EGZKKxwcbGATCYZKIBEww2YIQAi4yFUAAJZY2kGWmSJndPd8907q6qrhxf+P1x36t61d1Itvnys1lLd61ZM1Ovu+rWC/eeffY++3TRK1Kklu3Dk+kSl33ybp6Yysp2FD94/Yp9t5CX8+5uT1AxPa1xnV6jhgR1huJGMZtxkaJXqYsmw+cym5+tGpLhwy3VWk7AZ6/1Y8mCTHwWFpjXI5TwolWckk75cy6HaYtmXcuWPnzL2zIsk3SCQ3HnbMuwjBlsMXv5PRpPA77f4TBQVtTwCSGaLkLL5Z6KQFlF0mnfrM3G68sYPtXVqOHTbUmnFbRPmR0YCCgsNIKR5XIRn1nBcPlRPZak02L4bFCnuLyolnTSsHv02cdUN66G3NNadK0HVnH78fhXAXymCfd8Ah75KgAPjCS54+gcR5Ytgn7L9KSU2EacAoVKc5HwGhU01YfLJ+flLE726CXqagB/SNr8Fpw9ZwpzHC+EyJihVuZvlWH3srM3FnsUy1Vu9nyAtSe/zmtd91AqNwFhowlrj8zM5ecnmh+dX6JAkER7p8wQ1RwLls2yDV0Op+9+0nl97b7TvOlbe/np/qkW9iddrLGVCR5Q3kYfiy2Sl2J6hrXKHEVPO26hk8s0N9Katan+urZZykrzy6Q79ka9PDO7bNhAYHnQmyrWGEsWuXaLTD6kHWDTNE3iuvz8dVM/bcmUtnz2b8HwmabJJ28/zuhCgZPLwKgdWI0liyvq5UZPn2RAWaSnuDIbj2nCoe/DHX/33w447WEnEvacXpltPz7bnOfy++9Jx+JJ+Hj3b13zaDMN00utyY6f7p/i6s/ey9fuO/3/O6M0slDgvT8+zJ/etH/lfQIcmclyZDr7v8IajVms0e/U2OI3jMNTWUxTAoblY3ShwOu/8Sgf+vnvhqV+spEt1Xn9Nx7l2s/dt0LGbd9Xj038Frb1AHd9CL5x7X/rV5qAb+X5OjabI1Oqr7jv/1sjdRp++rZV18uZqQm6xRKDhYMrnp+9480E5HLA9/BYir3j6d+OeXQG78us/veemuHFiqyjVgqtoC5drNEb87G1J8KjyxJjtmrobKq06jPZMuzE4XLAt3QGE8HD+tYVBii2w3fR085O83hLHf9crsJb3HfwE9cHVpyvxXyVz995ild8bc+qwL4x5o9I58fhZ8j/OxKvlbz8rj1DmwCYnmuCUTU/g4ZCObaRgKiSyzfvpYHc41ykH+DZR/+Gv3D9uEXWae/JE6nSimeiZVjzGDc6qSs+KDSTOUatSBkvbXGpYNIdwEfVy9SEF6/fYsscBiiKFWNoXefQK1Lkl8WBN+yZYDpT5rEzaZjcB8dvgf03tvxMyZKPxmIxasLb6IcMIIwamrCc5BU3Lqcxi1GjJryNY6oDDKpGHV14QPWgoaA4JJ12rFqpG0xnypjFBWa0MCV8mNVWhs8wBW6Xw9xQs41ZDAw75l5Ww+c0ZjGXGbo46/tYVoalPO3S+fRYbTR6dzhA3XKGr0XSyUrA1+gFYvfas29Ii8ZWXSqKy2W9ZD1kFuDLmQFyShSKC41gJON40A3DlI3LXQHcFsPHMsAn3F7cXgvULQd8Li+q29Pymi0jEN5gg4FrYY3mDkP2rKytK2eYTEsw+O09Ey3nLlyVi1y9YzsuYVAtNBdjr1lBd/kbum/NAfi8RhnNFWyAzZqD+jeqBc4WVbJmCPEU7qF2QDC3rB7OyM+xRpmnHt8gPzvf3KiFtah6+iTgK6eam6xSzVNzBXEH4vI8OVm9Ulo2se/Y9JR9E3+2f5p7Ty3ynh8e4vGzzfdYzFe5WDlGzFjicvVIi+QlsHAQgFS/DI4KS80NJG9lVccNafPcwjYajqazqzSfdY6JpLyOY4uFFiC6ZGUSN3eHW/4PUKzpdCA/7znmHo5OtAYbZlrKac3VGD7ThCM/kTUpTzIeHE2yzwosF1YJDDrDciPaN956P2ROS7aoW59ZWXNz61/Cz94may6XX6/5o7JW5SmGHVSemi+sCFicQcrMMoa5VNN+I8vF1GPSlffkKrWY/8VRrGocs5iX5ez2GavO8pO3n+A/9q68JvUzezF+E3O+eKqZTX+SUappXH/DvhUJIPs8PDCS5Et3twbTlbreqBG1wdf/6/GJ247zvUdXTzyMWcmO1T67Utd59/cP8MDI/6wf6VON43PyWi0Hm5W6zju++zjFmr5qTe+/3DvKv9z7X2gMXc7AQ//cwn44R336EEZ2pc37m2/cx96JNHXdXLGG2vfVb5JV/pfH8Z/DzP5WYy5rmKbJbLa8AljZ99F0pkxmmXGFnXxJFWuUaysdK1tGYQHu/thKd8cTv4DD34d/vWJF8i4zJc0/NpnjTKVb75W94+nGWrR8PbDXra/cM7qqk2ZjGIZ0ulxYpddqC+Brve6Z/T9puEu7S61M8VKpRjzooSviXWH0YSf3arqxYp1aMezPXA74ykvkRYg0YQJ6riWBJkopDAQznVdynjJKzvH5M5ky17kfY6N2inqulRn83J2n+OLdI+ybWHryWk177e4+V/5dagLaWkH+u3tgvfzRfPNe9ZdmWVLaECFZMlPMNJ9tT1XW8ubDa7lAnGxh/2Yd5+hJ2W1rD86YIYr4WuInpV6iKnwEI1FAtqFqHNMqVIUPxWvLI5u/56rK7yN6duAXNbRic50uVjV++Jh0EJ9Ml8Hadzn+i5Zp2X39IuEoVcXfAs6E5bYJYIjloK6KZjF8huJpAYOqWUNX3CAEVbwt7+lUo40u5DELCyyaUtLpbMsgDI06VkmU0srwsQrD15BtmgamLc1czvAta9kgjzWZwd9Dgu9pwPe7HE6GrwHqhNIwbVlZw6eAutyl05AMHU2GzzCaxaggC1UVdVkNn/UwFPExb8YhN9MICLLleuP9a7pBgCqmy99w4sRqy6BrNqjz4PZa9X0W4LOZRMXddPC0waDtmOnyBhuSzppjUeL4LY1/FudHWCrVCXhUbj400yL3i2vzVIUP2uSCW3fo+70WSPV45fsb1SaD6DXKGK4AXkvW0AB8ho6ilSmaPjIE8dSyrexMrdTCjByzgu6FfKUl4FcsBszoPU9+b0c9hFpJU8JHqNeSgSw1M7IuvURNCeAOycxcMesIjMtL4I9DqFP++zcEVyA3uovWyPdwGsokC1U2CPl554uRliBPLcg5i/5dAFQcG1TJMpqZoMd6wZHFzU03i6iXb9TLxoQl3apqRgtQWLIW7Yvre/lL1w9brnEqm6NN5DkbvZCwKJN7wuFSWishctPkzACivAQVxwZpGHDLu+DH18OdH3zSef3b/WO0h+Rms5zFSxZqXLGxg4BHZd9y2Zt1L/SJJLNJR2Cqa1J2GxuU/19e2/jYv8talacAyM4AaTnLd3QmR9Cjrvg5gE/+6AG++Yl3Mvq5Z6OllwEQW6o1/sDqH5qfA2ujv/ngNPeeXFk3eXAy08jWL//sBQsg90Z9K2Sweq2M8a3nc/w//nr1z/7V++Hnf/qU/R7vOr7A3ScW+PXx1rnZ9/rm7jA/eqyV6RhPFhuP8om53xBIrfa5pgnZp3YfNE2TGx8+wwdvPrpCHpkp1Rr39Gruj/9423FuPjjzG00vWoZWkz0xlw9DX9GjzB4nLDb49DJm/fBUlpGFApu7w6SLtRVA4Yf7JvnK3aMr7O5XjKM/k8/Y8Z+vOGRqVapffx7HvvPnLa/XdYPHzixx3qCUpDmfO9M0G8mO1Vx7TdPky3ePNM/l4qmVoAogMynNrkxjhQJg4YF/Z98nn88/fupjPLQMaE9nKo1n69gylu+h0eaaPLOK03HL2Ptvsixh5kDr67lZKU9zB2TpgmNU52R9XESUGRs51vKd900s8czNnXhdygqJ4kKuQnvIy3SmzK2Hn6SH2sIx+NUH4OvXwMk7Wo9Z5yhPAHOZpHNw9pcsKJ3MqT34K63ny8jP8zfFzzDgKTbq+exhl4lAc/1fdZTSTfO05W0GMguk9AAZwrjQW1pIuatp8iJELTpMWJTJO9Q6i5kCm035PaLF1jr7hVyFLd0Rwj7XkwNRG/C1y+StM9mpl5Yoml66u+W+qDlq5cK1eTLujoY5Stnhzu2rZ6jjphzbSJdYWpXhA5qyTq0qzcmcw5pHVoTIaF7KDmMWUS9LwOfzUjHdLcDHZVSoK15QVCq4EQ7w5K4uyQbnvecAoOSa697PDkyTr2gEPCpn06Um4Fs8Dsnm9dIqRcqmh2jQi6Z4UR2GfIruYPhUNy4H4HMZNTTFBnytx9xGrQEGK8LX8p5ONdrUzAyKVmHOTKx0fzc0dKu5umj0q266dDZr8eySKQdw+00tGzAbYNDGdk0wCKbdzP33aDwN+H7Xo6XBIyAcsk1aXToVR1sG27RFmOYKSSfLTFtU1bUC8Nl0d9H0M6nFMbLTnF4soCqCmmZQqcv3r9Y0fKKO6Q40avjsbKnt1qm6vbgtSacN+AwL8KkuL6rL2/JaybIJdnkDeAMSdNnab0ACvpBkk5YmZfHy6y4apKYZLUFkm7ZIztOJJ2r1lHEwB35TglR3wJaaNh/+AGVMTwh/UIJBOyvVsBSOxjB9cZmBcgaB+2+UWdmZA2i6wYm5PFG/G8NsZYY8VtNStUdmBU1HpsxdzVBQwvhjUr6oVJrfx6sXqbtCeCzAV8g4AV8aAgkI2s6iq8tNc5U6+arGOX0yu+cET8lCjY2KDIR3qaeYdUgB7Xl4ujbLU+HIiFZzEmz0r9sGQD7jCLTtzTnY8ZSAbzxZJOSVi+2oI/DNlGq40Nhx5OO8Xb2FTLF5rXKLctMpDV5pveAIvpfGAXjI2Ga9kSNDPfmovF6Bdmlb/STywlPzea7eJAMpZ+ZcN0zSxQpDIYPBRGAFmxXLNqWc82ccGfPiAmDCmiusOS8DfHaT3hPN7OhqxivTmTI9UR8Rn4s9o62s2NGZHLuHEwQ96op5PefMp3mP+gPW5x7l2EOtGdjGNZrauxIgGDp863lw859gmiYfueUY7//ZkRVz2zeRRgjoj/tXSNsW8lW6Ij56Y/4V7rUzJx/DS53OuftWXo/cDIzeZc3xyYHwbVZAO55sBTDzOXntLlnXxmK+2gIUnOzWsdUy56fvhk8MwFxrfRJj98Lnt8LhH64+GatGbLFQpVzX0Q2Td910oAUk2SYgYZ+rwfTZ475Ti9z4sAy0Gy60hr76/WoY8IPXwb8+Y+Xxu/4B/uXiVXt12kzBeLLYIquzQdal6+SaspBr3vs1zWByqUyxpnPfqadgHm1p4irs7NyR+wlRJLZ0pPVXClVME84bkGoG53OXK2sUazpDbQEW8lWmlt1je8fTfPZXp7hp71lpLvLVSxr13i1jwpHUWLY2pR66kQure/iS58tUj9zScmwmU+aqTXJPcco67f3HViIsv/dN02wFpydutT5smXQzNw3Rfmhbt0Iery41gUlurFlvWqzJmuu17QEGQ8aqEsVnbe3ErYoVLpotY2lC/u32S6Mt5/yXzlDBzWP6BmrzrXOO1ReY960l7+kkUm+9HzYV9nFx8R6ek/vJinKQ0cVCY82feLLaXvuZX2UfyaQWyBCmt6dPvuDY+zzVJfJKDCXYBkA500yGhDIn8JryPPVUJ1qk3KlijbaQh96on+knk8TbydoOKdt0GpiZ5SxZgvR0SFCnOwBf0MhRdsfxRuSzVc01z1lAy1BwRTHCffSIdIt00lbdRHyu5jp114fhG9e0GOno1jnYtWkNJXwsppr7g6rLNlpCCIrC3xLDuPSKlIDCCrbMV89QVMKocZmo9BSb+9YDI4sMtQW4dF0bU0sW4AtZ/g8nms+PUS1SwkvM70ZT/biM5rkVdi0eYCpuVJrf22VU0ZUmw+fGyfDVMaxjNeHFpTffM1O24kxFkJ6V8cCsmaBg+nDpjpYQhoZmAzCltfRJOF06LXWdU9JpLJdtOti/JsNnkS0NoGj8Pnq2PA34fpfDdHK+zrYMSit13Np4vZU6dko6G20ZGg5D8mdURXUAPvmA1KxC3lgsxozZhpGZolI32Noj69rshbvBfrn9uD22S6cN+OSDp7h9DcDXYP8cYNDlsfv3yWMVy8nJ5Q81AJ/t7kRmEhZPwIVvAaA0JzeeXUMSBDkdRBNmmqK3E29ELri2nl/XDfxUMNwBvJZs07QYPlPX8FMFTxBfQH7XRn2fbSnclmg4eLbIF+2N6J5PMJYsUtUMrtokP9spj/SX5abj6rVkII5NwlfPUFSjuP0RDFPIlgf2MaOE5g4SiK5k+Gr5FPsXBcdy8lyukAnu+ybs+XIDxG3rlYAv5XDaWsxVWC+mMRU368UMGUcBvLu6RJ4AwXbp7KU7GpgWx9aPAAAgAElEQVRqhRRZM8C2DesAyKVWAXwbnmO1jvjNzON4ssgVG+UG6GQbMqU6L1AewVOYxi10WJpsHCsl5b99PVupm2rjGsvPlkHCg8Y51hs5AF/WYni2vkjWQpbSLOQrKwIlTZfBU0/UR2fE2wLcU8UqV4v9/Mnea7nMdbwFPGdKNdbpp1nwrQGgMONwVbODuN7zrf8vB3zWObPkMCfn8lzw8bu4+WArkzS9VGYgEeDitW086qjfqWo6I/N53sTNfN77tRUZ6u7aJEeDFwFQSS1j+FJj4AnJWszJZa0sRn8tN/LJvcxly6SKNaYz5RV1OY+fWWJTV5jN3eEVYHMhV6Ez7KUr4msBEPJrywC2w1ikML2sZuzQTc3klw2I7bH36/C1yyE3Q7GqcY/FOi43h5nLVWgLeuiL+anpRosDrs00rGkPNhivxjBNjF9/FEwdc3JZmwub0f/FX6wORL/5LLj9rxtg7SU7e5nJVlrYDBtsXr2pk8l0qYVJ2zOaxKMqPG97N2fSRQnCP7dFfufl4+EvwcivZL1OoZXlq0/skc/f/m+3vJ4qVFnIV1nbEaSqtcrq7GfhnH65DjoB+uRSs+bqticsxujIT+Hz2+Ua7Rz29Rq7d4WJQ+qQZOR7tWlqDpt0G5zbn+28V+x76sU7egFkzZBj/GS/fLaPTOcke2ZYjPpy2eb4/fJehxXXLlKd5Qm/fEZEugkwilWNQHmOD8+8lUvDCxxxSKePzGQp13Vevqu/ZZ72uP6GfVx/wz4JLFKnJZsGK2v18rOy7U+4e8V1DBYmmFN70VBR5g83XrcdE68Z+zQ/qb6ddL65ftZ1g1SxRmfYR2fYx/wq8txT83mpQrEB39YXSebaYeBUWhxn2mhn3OxByYy3JBUiRoa6r42Kr5O43pp8aqvJ67E7+VOo5lqMY0YXCuwaihPwqCuSHS3DuY8U5lvUGkpliYII09klmTQnWxaoL1FyxXCHbWBlxQCGyVBJJhl04WKDmGpZv9PFGm1BD70xn9y7a0X40ZtWXqviIrgDfHKPdb4dYFOpZiiKILFIiKrpwnDs5X6jhOYOE2gko5v7VlDPUnbFUKI9BESVcr75njPZComghx0DMZlsyM3Cvm/ItdG+dkBhSZ6D3ZvXUhG+FoMSt15GU2SsVsGP4pBtSjM7CfgqwoeqORLhmoxNCMvnzlNu3pvZcp2usI+BRICz6ZIspRi4CHp2wsidjZ+z6wcDHhXd5cetOwFfvcHUmYobt5PhM2toioxtTNWNywH43GYd3WrtVVN8LW287Dh1a0+E0qJce2bNNly+EG4H4BOGhm6BMqHakk4Hw2fX8NnAzTAbxxqt1Zf3wIYGw2c2qrBswMfTLp1Pj9ZhrmLaoigqwr75lgE+hKNlA81j9i2p2pkLexE3dHRToKoKitWWwaaxCzmpIx/s7pAPSC2Lnwq7hmTG1c6cNKSWnmCj157Q5eZsWBus6vbgsSSddobZNnZR3B5cVn2fzQhWSvI9Pb4gvqAN+KwFvmCBie5z5KZoSQe297UCUU03SJhZqt42fBbgs12mqtWy7IniDuBd5gJqfzbeMMGQ/Gwb8OkW6+nyR/BHZMawBfDZIGLkl8wekdnjayyjEadxRqC6ILXq7VK2qTpYvKCeoeyKgpV9UxzGLH6zhOkOEYrKzaviqP2r5lMk9QDfPmQt3k7AZ+hwzz/CvZ9gNiWv60AiQCzgJuVwcKwtTRIRZcSW6wCIpQ82jslMaZRgTG5QLcCqlGaJMJuGZOav5MhWkhqVQdXw5VJC7NiUnGOpWCNbrnPeQJy2oKfFuGWpWOVtrlsxLRcuX268cayekWAp0DFIVongKjfnVV2QgeYjSGCtpx2fnbeC1MFLrA+Z4E3f2sebb3ysZV6LhSqGCV1RGSw5A8/FfJXLlSOopsafLX2qBQSPnB6jR6QpbXghAIYzULAA33/OJeRGknNIrKp5CQD9CZjaR2r2LNffsI9UsbZCMjqdKdMf87O2I8SMo43GZLqEYtS4dPY7XFu/j9xSc17VukavOU81up5F4ihZR3BumlLSue0lcmNbLuvcZ4GMcprRkSZ7aQfY9jg5l+ecvih9Mf+KoFfWPHpY78uRzrUyDfr0YSkxAmb2OeR/pgkHvgv9F0jZzHLAN/Irybx9+0U8cOgEVc1gc3eYsWRrq4H5bIXOiI8Ou86p0Hwmx5IFnh05y6viIyskncUjt6HMSMnUzKllbsDJEfBFZVb47o8C8PDpFKfm8xK4Tz8GT/yIyaR8z0vXy2fXWZM2tljErQqu2NjRMLCwx1yuQnfUxzrrGmujd8uA9/D3Abj9iVnJxFXz8OuPQnzYmpfjHJkm+pwEF8VffxrT4bx3ci6Pis772x8kTKmF6VzIV3Epgs3dNuBr3vvjFiu5uTvMXcfmqR39BfzkzZCdXJkoSJ6C/gvlvw/e1HIoNn0vFdONIkwmTzQZq/lchSgFNkZNvC6lRdJp31NXbe7EoyotAL1c07ntCfl8HZnJYtpyyeJCq6TUNOX9vf4aKYV3SBQNXafDSJKPbiBDBE+++YzMZstcqz5Oe3GE672/bqm5tBm9S9e1o4hWhs80TR4dT3PPyUU+ePMRTJvd8ydW3s+5WXKeDh5ZdKNlW5NBHbUpksH1zHnXkMg1n8FUscoLlT2sO/MDImaOcKaZYLKTep0RL91R34p6zNGFAs/5wv3csGdCrs/eKHRsket1qbme1pPjTJqdnBU9uPVyYx2razoxM4cRaEcLdtHBEhWrl2q5pjNgzlJXfHj1Iq9W72nEDoZhMrZYYENniKG24FMwfFb/2/XXNP9vDXctS80TxW+Bp1zaweIZWaqeON6IPGaXdWTLdXaKUxS9XeTj29ggpluSfalClUTQS2/ML5Mgp34JR3+60gG7mKTma+M7h+Tz7ayrd9VylNUwXpdCET/CYRISMEsY7hDBuIwPdIfKJ2zkqLhjuGIycWA4JONz2Qo9UWmAMzJfQL//n2TNNchnz55WJknR9NLXFqWuBlAdCia3UUZzWYBP8aM6AJ9ssWUxfMKH6gBkEohGGyoiT6U552xZI+J3M5gIUKnV5X2UWCv/OJIWwqofFEJguPx4TEfZiFFDtySdpuLGRSvgs1k8U/HgcYJBnAyfD4/hAHylOl6XwrbeCIYVn1WDPSi+EF6j3IyhnZJOew4Ww6e01PC1MnzQNGuxDV1aJJ20sn/25ykYT/fhe3q0DlnyucyYBdG46VY0VxdC1vEtO9awjV0m6cTQ0VFkO4dlDJ8NsNb0djFrSkZpUE1zWa/AS61h+mA3LBfuACguDFM0AJ/dj8/l9uH2yAcS3Vrstaak03bpNBrsolyAvIEQQcsps1K0FsuK1ZzYF4XEWry5CcI+F71RP4poAr5iTaddZKn72lBCcoGyZYnVUnPObsul0wZ8xYJ8f9UbagA+u/loKS+Puf1hgjH5ni2tGbKT0q3LGyV+4nu4VcHlqwR4kfoCGVc7BCRodFebm0RQz1HzSFBdEgEUW19vGASpYHrCROISwNaLzd8T5TRLZph9i9Y1dgKyqX1y464VMMfvA6A35iMR9LRkNT1pK0jY8VoMFAaLTZmV38ruCW+ICp6GY5c8rzLDOtgeJmsGqDmAKKlRKU2yaxyccpzMWbj3U/DgF5ialMB9uD3Iuo5QS+BpLo2zVTkDF/+JPEfFJitlWGAp0jlIXo3jqTbnlTpznEUzwq6d51E0vWRnHZ+dnwV3ELq2AzB35jhHZ3IcmsxIZujXH4F7PtG4bj1RH51hb0vguZivcp4ySiU8RMjI8eridxvHsuMSGEQ3X0VKxPFkmiC1YoHUTz6UZ4EYurMGzD4/F78DMNlz+/dYzFfpjfpa6l003WAuV6E35qc95GlhrBbzNa5WDuCpZ1Ew6M006zuSc1P4RQ3iQ6RdXfgcshzys1AvMeFej9mzozVwX5qQmdr10rRn6fQ+FAHXndvD7U/MUrICvLpusFio0hPz0xvzk69ojV58dd2gp3yS9518OX/xxIt5m/H9Fqe5SPY4p9ybOGX24xpzGOmUUjKxs+2lEBtaGSAvHJcJoNQI+mPfJhH08PJd/eQrWot1+FyuQnfES2dYrjdO8H56Ic9HjC9x/cwHqeaSLc/Fmds+x5TZziFjXQM4NU/oKWnYMPwMmD/K2VSJN35rL3//n0fgpBXUl5eoTzyMELDbSpg52bKxxQJDbUE2dcn15rQDRMxlK3RHfAy2BdANk/ITljxq+nHmpsZ5x/f285c/PISZHJHW4tYz4jxHZnYSn1HiduMSgrUkR+5qOucdn8vzMvUBrhn/DG9Qf9ny2Yv5Kh1hLz1RX+P82cNmT99+5TqKNR3tV/8AHZtlUO40/KiX5XO+/hp5jRz3lJGZpr82xj3B5wKwNNpMtixky9zh/Vu2fudcbvB8mmTOCazkWj0QD9AZ8bbM61fH5ihUNV6ys5d8RaN85nGIr5F/9n2zOa/cDOSmyHdfTDk83LIuJecm8QgNNTFI0t1NpNxMaExnKlyqSPb50vK95PJNsGnXzXVHfXRHfC3JjrlchVJNZ017kJv2TlI6/HN53wxe0romGjpmfpbvHK1z/4yKq15o9CrLlyr0mXPUo2vIJ7axwRgjZ4GndL7MR93fohyTScT+YpMht9eszrCP7qhP3nvlDHznpXDmYX5+cBrThJ8fmpHPeXwIIj3N82QNT2GKGdFB59BWOVVLiZBZSuEVGiLYgRnuwS9qpNMSWC2VagyLOZKJ81mKn8vz1L0NI43pTJmqZrCuM8Sa9gATqRKM3Qf3fQYe+VqrLDk1IpMZnVus/zcBul/PYfjihOO2AUpTYRIxcmi+BD4LDNrNw7PlOucrIyy17aTetokNylTj+lXqOsWaLiWdMT9LpTraMUv6fuLW1nkVF5mpBynio2aqlByf7annqboilnQy0EjeappOiDKmN4zPShzbyWjDMImYeWreON62AXnMoQCZsWT8W3oimHoNcfC7sFkmaJ3MerWQIkOI/niAuivQIl/0GBUMl4x76qq/9ZhZxbDAoJRHNu/hsJGj4omD6iYnwvhqzb02V64T8bsYiAfoFSmEUZdgzxeVLRqsIeol6ha7iMvfkNQCKA6Gj2U1fG6zjmkDPpcXN63HbMBXV324jeZ7Zst1Bn1lzu0JEK0voKHgi/WgeMOy9ZcVo4qWGr7WxusCRwzdaHvWlGYuB3XNlg3NxussY/+eZvj+Hw0hxHOFECeFEKNCiL/9357PbzMkHezs2wEoDlDHKuzfMgdP4WT47LYMjT58WiNzodoMnyZv8ooF+Nb1dzFrykXpnbv8XHnvK/hL148aTp11C5wpngAIQU24EBaoMxsMnxehqNRMFbMB+Ky+Jx4vHpvhsx4+WybqDYQbgM+WmLYCvjVEK1MMJgIoiiDidzeCy1IhR0hU0P0d4AlRw9Vwmapa7yU8AYTqpma6EJbUtFyQi5PLH8LtclEyvY2ehEXrmDcQJpaQmbmlpENyk52UQc+aZ9C3tJehRIB4wE3Qo7YU8Me0JDl3B7g8FAngcQC+qJlH88mgsKwEcWvyXGi2hMUbJhFPoJsCzQZ8pom3nqXqjuKNNfsmNsaJW6WDpydE4uydqIqgM+yjLehpkXRG8lbg0beLWc8QA9XmphrUspTdUgaaFdEWYOWpSVYy4neRJYzhbFeRHIG29RjxtQDoiyPc+PAEV3/2XkZv+Qzc+49w14eIPPQJQErq1nWGWgLP0JIMIMXm51MWAeKV5samFGapmS58kQ7K7hiBusMWO3WWWTp4w2VrmDI7KC80QRf5WRnUWIzI6MmjCCHX4Nv3n4aHvwL3fYryuAxQuyI24HNkgTM5tooJqhteyFx4O2uNM406EJcFniNDO0l6B4iVmyA1Mz+JYQouPncLM3qc3IJD5mbLObe8EPxxXPMH2TUU59L17RIEzx6Crz2DzMGfoxsmfXH/CsYqWajycvV+tEAXdcXLttrhRs1Ydka+v7t9LUV/D7G6o0bICqI+8GCVMbOnlY09+yhgwtXvB6GizB5kXUeIl+zso1jTmX/gBjj0AxZzFUwTuiM++uJyY7eZjlShxuuVO/HqRQrBQS5UTjSAj6FpDNTGKMS3Mhq5mP78waYEb8k6d/E1khVPjjCdKXPHkTnMSlY+d9teCvFh4pmjbO4Os65TMvcTCzlZX1dKM5+r0h11MnyWEsEwCS8epFubxqOX+GPX7S0sX0/5FFOxi5gPbiReGHUoK0wJrNo3yD/pcT52y2GqmsGBsxmM47dC2wZQPXTO/JqeiI/+uAy0nCzLWLLI2vYgazqC1v+byY65XIWuqE+ucRh4x34FXVKiPPPozwDpOnrooAWW1lwhExkORnlx1GK5LvhjKqabymTTWOrUTJp3u28G4BXuBzm90AQwCxbgi/rdeFyKvFZTj8PkXsZTReIBN5esayNABX92VMoA29bDwnEypRo3H5xGWxyR9037BkisaTFHmT74K3kv7n4jS4Sl+7I1KouSIaf7HC4x9hNPNo1NZrIVvC6F9pCH7ohPJmXKGbj744wdP0DE5+KPL5frjZg9BH3nw9YXy7pU27zFurc/+7jOnQthDAeASE7JZyTQsYacv59EvcnAzywVuVg5jhYdJqDn2VF6pLH/LuarqIog5nfTZ9ev/uefwE/ewviMBBrvumY9AgNP8ggMXQrt62Uyw55XcRFh6uTcHUQ6ZcCPZZg1c2YEr9BwdWyg3raFdpEjvSjnVkmdJSaKlM9/CwVPB5u0E421yE5sdIS9dEckw2fe83E4fTfmY//OLYdnURXB4aks9eSYXBMt2V5Dfl7NE9Cy1EIDrNsgAd/MpDxP2aScgzvSgSsqfy+/KNfodKHKsJAgtdx5HpvFWZasdcqu017XEWJNe5BkOo35/dfBPR+DO/6Gj33jJl73jUd4/Exark1t6zFiw4Bo1j3qGiGziBJMEG2Te1/ZanheqdWJkUf3txG0wKBpGb8UM0n6RZJyxw7Urq20ixy5lPyudrInYUk63WiI0V9JJjhzpinFBaq5eU4X/Zw/GCdDmPxSE/D59Ty6x0pYK35UzY4j8riEAd4IwuUhTwDVcvwu1XUSIo/ujeNPSIZPKTTX6NlshZ6on7UdQc4TI7LGbsdrwBNuKowAo5gma4boifkwXEE8DlDnNZ2AL4BHdzJ8VXTVAnyqH7eDLYuaOepeGZvklDjBeivgi/rdDCQCDAlrvjbgK2caa6aqlahb748ngI9K45hk8awaPtWzjOGrY1iyTRQ3XlFvKNXcNI9pyjKGr1jhB/pf8Krif7A5kGfejNOTCKHayi7bEd7UGuyiaMTJdh8+Y5UaPmd7hd8E6pounWJZqZUinm7L8FsPIbWOXwGeB2wFXiOE2Pq/O6v/+TARrcEFAKv32gOrhs+WdJpNoGhnIJTlbRkMvZHVsCWdNiCz6yk62xKY1iJ+XewsnsIUFynHGwyf3c5Asdwu67gRhgX4LImmbeZSx42yjOFzub147Ibt1mv2e/oDIcJhCTJsJtEoS9CVM4OQWEtMT7M+KqCU5hPKVzGtDaqalUDMDHaAEOREBG9NgkUbUArLergivA03KhvouvyRxjGb/StZxjH+YIT2Dmkak7XlcpWczGTFBmDtVbRpC1wUyyGEoDvqa2H42owkRZ/cnPJqBF9dzqtSrRIVRQyfZFSrDsBXtNhFxR/G73WTJ9iUk9bLuM0a7nAbf3DJNuqmSmphWmYqq5psTDt8OWx4FmtS99MT9qAqgragt4XJaC+Pk1NjEGwj7+0m5qjFCBnZBvNYVKN4aw6LaS1LzRNDCEFJjaDYoNwwMHPT3D3n58LPP47ui/P4gcf44M1HmUgVqc8ckRr/815Pz/QvCYkKg4kAvVFfiytgPH8SHQU6t5L29dNZbzJi3vICKSUhkw3eNsJ6pnHMVU5S8baxpTvCrOhEyTnki/k5KQn2BDBDXWRnT3HRmgQXDCdYOHCrrDV1edn42IdRMOiJ+umM+MhXtKbhxtxhPELHt+ZCKuFBhsV8w3bcnZ+iQAA1mKAYGqZbm2lsBKXUFCnCvPWqTcyTQMs4JJHJU3IjSKxFb9tIW3mC3cNx1nWE6C88gfmt58HcYUL3fhAVnb6Yn46QbcUuPzufnuVq5SD17a8knTifS5SjDYBRXpBBWrhnPXpkgA4jSa0uN1bTCnonzG7unvVh5mZA1yjXdOrJ04CAzq3QuYVE7jjn9EUZagsQoMLgQ++Dn70V/83X46FOd9RLX0xu7HZd2EKuzBXqYdI9l5MbeCZbxRnmM/JZnxw9jF/UUPt24OndjgeN7KzdQ3ECAD06CO0bMFOjvOPGR3n7dx/nn75ryfQ6t2L27GSweop1HSHWtstn2733X+Cnb8H4yZtJF8uyjiniteYj16e5XIUXmPeiKT7KQ8/kjeovmZmTQWxpaY44OeptG6FzG2EzTzlt3X/FpExAtW+UQMeoc/LkUZ6xoZ2wvoSY2gvb/wDWXMGm7IMMJvx4LKCybeRrcNNrMG97L/PpDENtAUJeF+0hL9rUAfjRGzFveg392QP0RH0MtQXYKUaljOryP4f4MP7xO0gEPWzpibB//16ZhU6sleDKwfDNWYBv445LmFQHCGSbYHBw+lb6mYctL2KIWcR0U1ZptxwRQtAd8aElT8ONL4IbX0x59hRr2oN0hr3s8k7J4KZnJ3RuoTp7lBd88UHe/f2D3Ldnj3yz9o3UI4OyPYoVLKXOHEUzFbbtvJApz3pi2SYz6LOad4tnfwwdlfX5JjM4vVSmL+ZHCEFX1Ed46Zis4bz/01w0+U0G2wJs6g7Tpebxl2flvNrWgaGRnRuTz6Elf7tvwc9IvVM6DlpMWm5O3neJ3nVUQwN0GYuNBGV95gniooC48r0UvZ28WNzXYNaThSrtIQ+KIuiL+WlPPwYHvwdP/JD1d7wWLzUuW9fOedGilER2bJL3jl5rAGE9I++tzr41tPdIiXzNUgRkrZYMob5NqG3DABTmrLYzKfm3v3sj6fi57BCjjbXdTlJ1WmztsDYm675cPoyTdzCZzPLOqyUQVbJnLcBntdixpO/GkkxK+TqG2bBWgumlBTnXYlr+jDfWhTchjVPKKXl+C0tzREQZ2tZhdG0nKKrUFuX5tWsJe2M+htuCXMM+RC0P131evv/EIfacTvHyr+1BT53meLWdHR+/n4q/swFuSlZNnjvURltbB4YpqOfla5n0Ai5hIILt+MMySWq3Paqk5e8rsQH8fVLlYTPT9nlrC0rTlouVY6i1PFz7D/LnTtxGykoWVTPzpInw4RdtJ2MGqTrULUGzgO6V8UtVCUq2Fiha7aEUn4wxciKCx9pPi+UKUYro/gRKxKqVK1prUU0jW67THfWxpj3IpepRmbAfvlzGHQ5Jp6gsUXaFcasKhjso5YvW8JlVacoDsv2U45jXwfDVFT8ey1SlWteIk0ezAF/eFSekyTnrhsll9T1ck/oPBhJ+hoWVBE+sZarilcoDywDMpZfRrfcX7gAqZkMJphhaA/ChuPGIpjmVxyHbNG1wZ8WLHrPefE3143Gwhv78OAkzgzq5h0vaK8zRxrqOEG6/Xa5jJf9XcenUHaYtDUdNsYw0wWx6bSxv2dByrMn+NUqqfg/7MvyfAnzAhcCoaZpjpmnWgO8DL/5fntP/eJgIK0sg/wegKE0nztVq+JrHnI3XLdMWq9deQ9JpGjKQpmnoYtPYWrlAxXSTCAf4/JufL3/GkihtEWfIF1vr2uzG6hLUWZlzvcnwAdSEGwy7vs+We7obPfpsel2ryPcOBMOEw3JRtJnEuXm5mHz+ofkGa3ROMA33fZrnaXezNi3rjmoW4BMhKX/MK9FGU1YbPCoeOWenG1XVAnwea0GoiqZ9b8VyDw2EY3T3yA2x0T/HXmyj/WhDsgnr5a6j8PgNXOs7wYy1uZmGQZeZpuKz5CdqjIBm9d2x5CCmJfWsuYJ49VY5qWoB0YISQlj203bW0h/t4KXn95MiwsTZCf7gq3t402dvkpKhzS+AzdcR0dO8yH8QzjzM+2feSaTQZL366xMs+uQ5rfo6SJhLDZASNfON7F7JHSeoNQFfyMihW6xkzRPDYwFrKhmEofHArCBX0RiptVNZGONNlw3zgnN66CqflpLKna/HY5R5bfgAHlWw3pxgmxhvsI/dpRFmXP3g9pMLDNJnNMGTv7pI1iVls5q/jZiZbRRUh7Q0NV87iiKoB7vxV5rZVzM3w5KaQDdMioF+4pUZXrijlxfu6OWcwoNyo37hF2nPH+Nt7tuJk+fCpVvwUmvUeoQWZSDtHb6IemwtnSLDUkael2B5hgW1E4TATKylXWRZTMp7Rc/NskiCTd1hlGgvAce8SI1I2aLLy6JvmPViil1DcdZ1BLnedYcstn/B5/Dlz/Ay9QH64n76Kie5RDnakCTFpu7FJQy8O/6ASv9lbFEmWZiTAY5utWFo61+PmhjEKzTmpuVr8xPHqJourti9k9F6AmHqHDx2jCs/cw8P7duHGekDt49y+3Y2GqfZ1huhL+7nauUgqlGFHa8lPnE773X9gK6whwE1g6DZYqM4dZRekaY2fDVq/3n4RY3yjAyykiPSDKVj/QV0DUvZ1plRKSmuLMp79FnfmuCO+QhCq5CeHecF5/aQHLfqTDu3UExsp18ssi2m0Rfzs0OdYPvJL0J8GOX0r3mzcivdES/h/Djnuc40GL7JxSWuUx8hPfhs3Ne8j7Ao4xuTRgMLpyUb5u7ZRsfanQCMHbNAkQ2q2jdKJg/YFUzyxVefxxWuI3Lt3vRc2PR8evRZdgfl9T8nlONZ89+EuScQe/+N9/EteqIyCNoUrvL68b+F0/fA+P28U/yIroiPrrCPZ7sPSGOB9ddibnweawv7uXxNhL957iY6apMU/X3g8kog4WD4tNkjzNHG2oE+kv61dJabz/zu3F0seGwP/zYAACAASURBVAbgxV+hJrzsXmpa8adyRS4390O1wFAIXjP5UVmrqHp48+InWNcma3GuCFkJi96d0LkVd+4MLl3Wex8//Bgmgj+/q8DHHipK9YfFWOipMeZFBz2JCIXEVga1M9Sq8prEc8eo44KBi5gMncPOWrN2cipTZjgioJhkMKjzofInZeZ8zZXsKD3McNSFx6XwnMRcc14Jua69+6s/423feZyZM5KBj3avxUxIsynDAk11y8ioc2A9xIZwC52luQkAInMPA6Cuu4rZvudyuXKE5JLV8yxf4BXuPVBK0xf380eV/8AMdcEL/onO7GGu9R6nI+zl2R1yfTTbNzXuG1vWeWZCXrd16zeS6B4CYHFGzqdiOWN2Dm/D3yHNoKopOS9XVl5TX9cGyp3nsUaZb7B/C/kK68Q0nWdvoyes8Bn3v6J7Y/CCz6HWclyqnuD6y4Z5Vr+BatbRY0OkRUwGqxbgm5uS79/Ru4aezk6qppu6tcdWrL+D8R7C7ZKVtGur6wtyzq6O9Xj6ZW9ZZUGC+VS+yJXKIdpFjjXtQV6h3kc5NADn/SGG4mGTmOSfX30e2yI1VK3Mj8fd1HSDkaKf+VkJQBcX5PwC0XbiIT9ZghjWfliwavnUUDtCUcmKMC6rrEOzSgE8sR58vZIT8KVlTWSqWOMN6i+5aM/b6AuavEa9G031w7mvgr7dpA/+nF0fu4sv3XUKf32JUKKb7X0RciKCYdXi6VqdEGWEX7YVqatNlq1SaN3Li2oEr5X0LeVSkv0JtIHLQ4pYw+RtNluRSYOl/yScPMxV7uNM+TaCPwbRgRZJp7uWRfPIz8YbxI/V/1jTCIgqwjIr0l0BfBbgM03ZU9kGg7riawC+Yi6DR+iYfpmMLrnjRHR53+fKda533c7lE18msHiIzZ5F6sJDydfBjQesOMGSdbqNCqbFLipWzFi2SmycDB8WgLNLjNym1gB1uCz5Zk3OzUNT7qmrfnyOusCeolXnOnuYYHmGLRu38I4r1zXd33NyXsLQGs3VbYavpS2DzfA1WDyHE6cdcy+r7xOmk8VrGi026sqflnT+1qMPcFqETVmv/V6OFtMWO2sgVgF8DjCorAIGGy6dSmt2wmk367Kan9uZTL1aoIS0fO9rj0k75HkZgHmEjjslAzW7f51NkdeEp8Hi2QDObsiu4UKxXBpNW9Lpbko6bXZRtzKtwVAEl8eHZioYFrDMZ5LUTJXvPLbA3qIETc+b/arMWALdZbnBaHkZRKth+TMlNYJfkw+3ZoFH1WL4qsKLuhzwBa3MnPA1wGCtlLXmFaUrHqdiuhuuXz+75xH5naODTCr9zJlxrpr5Otzybv5u8W/4s+RHwTQp55J4RZ1a0HIUc0Vks1igbIFH2wFUc4XwGfJclAt2/aCcV1kN4arJ+aQtWWk00UlbyEvdmyC9MMPRmRwdFRnEVLvPh83XMSqGeWfuC/DDP2SgfJw/qv8A3TAx6xU2GBMkI3Lzqwc6aCdDpVpHqxQIiCq6zTx64oSsORv1KkHKiIA8Zvhi+K1jmQWrp9/WjXzsxdsZqbex1rXIe5+ziYs6DRJkKcQ2wuDFzCg9vF2/CT63lec9+HJ+6vkQS5ZUaKB2mlmf7KVYCQ/TzyI5qzVDpJ6k6LFaUQQ7CIkKmVwWU9eIGlnMgLz+wbZ+YmaWbK4gTSyys/zgpM4H/vMJHlkKM6wu8sIdvVw0GOYa5QDTnVfBua/kYPgK3qP+APH1q7jg8D/wfc/HSM/LJaYj+wRzogPC3ShtMqAsz8nALVadJeOWSQFfpzw2d1YCBFdpgaK7DVURxLuHCVLmzMwcR6aznD5+gCmXlPKc1PtIiAK7OnTWdQTZrZxktu0i2H0986GtfMR1A2t+eh1DP34+N7o/iTYrn8/+xftZIIHSuxPvhqvkvTT+kLx/cmeYN+OEQ2FCnTJoTE7LOS9OHGFSdPP+67aze4cMzj550y8pVDVCpSlSHplxnvBspF3k2BUvEfC4eIl3H3lXAl78ZY73v4K3uG5j84+vof3rOznsfQtdJ6Qdv/fMPQB4Nj2L0JrdAIg5CaiMmUNUTTcDG3eyZoNso5GyWq5Mjx0jaUZob2vj30/KdepFvQW+/JrzuCg4T0X4IDrIGa+sX9quTOBSFf7afzNFEYK33ENm4Fre576J6x5+JeJfLuJHrg/QPyUdIt1Hf0xMFKmf8xpc/edTwkc4JeWF+Un5d2L4XNZtv0CerzEJMo8/IWWUn9hn8Kt5GUC8bKhCPOjhqvAsNdzQdQ7loasBuMiU3/UFwmK93vBzFnf+Ka9x3cMrH30Z/NNmvpx7FyE9C2+4heQ5b+Vi5TjDrgyKIrjadYQx71bwx0hGt+OlzrO6cly5sYMt7nmO1zq4+eA0t86GITvJzKJcm8L5ERb96xBCUI5voMNMYpQyVOt1NhsjzMd3gS/CSNszeZZ+P3oxjVar8KHa53jjxF/DF8/jS6k3s6F+Aq77ApVnf5pt5gjPFPL773RNsEgcwt1kI+tRMHnXDp3Pv3InQ0wzabRz31geLSIZq8K8ZHj8hbNk/XJ7dvXtwCM05k7Lc9tbOsmMZw24vMy1X8ZWxqkszYJW46+T7+frMy+Fz27g7Seup5dFitf9G+alf0aQMpcrElBcFrSSHF3nSDkwMKTMc+fxeR7Yu58F4nzopedxwW55XY8dlQkckZsiRwh3IIqnQz67mRm5r/Rl9zOr9kC0n/Kaa/GKOtqovK+vXbiBvyr+E/zzDv74yBu4WDlGdtefwc7XoeHimYExhBDsDsr1esY9hBaXYPNnd95DqaYxMS6fxZ1bttA/IOe8ZK03ZuYsFTwEE71EuuS8TJt5y5+hggcR7kEMyO9TPyOTKPHpe/i59+9x/fR6rrn7JWxXJjhxwcdg+8uoCi+vCB0iFvDw5u0yFrhpROXFX3uUpBkla8nNJ8bl99+8YSN+r4uUiCKKco+1W/RE2nuJWjJUMyvXbmGZ4QR6NhLs24ZmKvis2GFo4sd82/MpfF/YzI7bX8Jl6lGOdb4QVDfp4Fo2i7NcsraNj1wh9+kFVzd3vedKiu42ymlLfpmUnx1OdKIogrwIo1jKl3JWHvNYhi1OJs3Iyd/3xfsQkV6SxGjLyrrHXHqBv3L9kOj0vfT98Hk8X93Lo31vALefheg5eNKn8LkFX7/rIG401gyvQQiB5o2hWuqW7JJ89tSABfhcQbyGjDtswOcKyL285IoRsGKTmjVnYSV9U2o7wZp8LTN5nLu9f8nOwx+F776M7eYp9ilS3m1G+yknzzSaxAf0PKZfJmEVbxg3GqZWpVi01U1WOypPCL9pxTf1Gl6hYTbYv6apSsMgznrPiqeNmCm/R65cY7OwyhJ+8R6eL/ZwRhngGw+eYaYik/31kjzvXrPSMF+zm7uXCpYru6k1WDwb8DlBnf0aqnxPrVbFMEwJ+KzWXrrLj5cmwzdctQBfvQhLEwTaB/B7VHxBi13NWWyr06XTZvF0W7apN8Ggra5bRdK5AgyuwvC1Ar7/a/Dpqcf/tRmvBplXNCwSQrxVCPGYEOKxxcWn6CH0vzwapi002zIodp0erQyfUBSHaUvTNtZYxuLZDdcxmu5DTUmnJe+qFigLf9MgJmLh5qBcPKNW3yTb0MRlLSAabhRb+2wBONuFsy6ack/bvMXt8aFaGRsbIJq1Irop8Pv8IIQM6CwQWM6nyRNEURRe/bMMnzT+iN70I6C4mPUM0V+zJC4W4HNHZdBddYXwG8tYSRukKt6GG5VN8dsLQl31N6yJ6xbDF4rEUBRBQY2SS80xulDg8SesrKWrk7FkkYeMbfirKdj0fA70vJJrzYfRFkeoWFIXw+ojWHXHiRgSINngUQ3JxV7zhAmYVjNya5Pw2kDUFcGryd+bnZXSGltmGox30yZyvPHSYd65Qy5Uv57zo6te3lb7c+lQWq8w3nkt1ykPk5s+QfHMATxCI98uWQwj2IUqTArp2QaLaTOPmi9B1JQbVNZq3eCy5iwCCSJmnkpdZ/zsBADr1qzlFbv7GVi7lT6SBFTY5ZcZ4FExiAl8U38+XurQv5uZXe/FKzTcR38EpTSdZpJkyGpEH1uLKkzylgFLwkhR8Ut5rMsC99nkLPn0AqowUa3NvndABkj7j51gz5FRXGaNmr+Tm/ZOcrScoEekiLhM1pSPEhNFDvgvBSH4YuBPyStR0KrMXfh3bBKT9N/9Z1Arsb64n1GvBMjeTpmp1xZljVeHPk8xIAFSokd+dnZOZsnDtSRaUM55eFgC2Q9/7y5e9a8P0avPcOd8hMl0iUcKEsiGc6cZVJJ0iyVOuLeBEHy75++5VbkKRXVhPuOvyBHkwiMfhnqFDfm9PO65AIQgvu58NFPBZWXVA8UpFlwy2ZDok8FmYV7K3AKFM5RDwwS9Ll5x7WUAvGYD3PmeK1mrLvBIJkJNM7irMAzAttphqJV4hrmfvb7LQFH5Rfc7OWYOo3h88KyPMKau4Zln/xnSY3TM3sspo49Ez1qCPVsomV4CKbmORDLHGVeHcHu8hNr6KeO1ZKRQnB9jUe3iB2+9mK+8+1UAvGObhhCCcz2zjBh9aCYcMeS8hqqnoFZit36Qu12XQyDBI7s/zz/U/wgPOlz0dk66t/D6mY/Cge+x9uS/8YQxTHz7s0BRmfBspKcggz9z4QQ5M8DA4Doibd2kRZzy1BOMzOd5ZO8jlPHy3eN13vqTcTJmiAtCMjDa4ZnipNFPvm5yxmhnzOhmY0Eyg5eX7+EQGyGxlic2/Ak3aM9Gj6+Fdc8kFVjD3/Iu6DmX0z3PRxEmm5K/hGKKDcYYe5BA/NGyTApc6J9GAMNijicqnVJGmZJB5pd+eAePj88zqE9hWmYXape8X5MTh1kYP0pUlGQyCBjf9MeERIXyff+M/v3X8wL1UY6suR66tpH1D/Ba/cOY217K6c5rWTJDnFt4UD7f9VEO6cMUqhoHK3IN2u2fY7AtwDPblvD3bubR913LHz5X9p184shhloo1uvVZzJgENf5BOYfCxH4wTdZqoyyGZM/PfL/8veKR26g/9GUuMw9wuO9VcMmf4tcyfF57OdORHaQ6LyZrBthdvB+A8/UjnDL6OLBg8kjSQ9V089KhGt/4o91c0lYg0beB8wfjXLRLAqTFCVmb5SvNkHbL5zPULZ/P8oK8FwerI0wH5Dl0r72MvOnHN34nzB/lZeWfcCR8Oay/BhFI8Kn6qzk58Apw+zkm1nEeMvhcxzSLZoS9C/CtAzlSZpjy7Ame+4UHGB8bQUMl1tHHYF8fVdPVkBB7CjOkVFmiEG/rIGsGUC2ZerR0ljm1BxSFwNBuqqaLwJm7ID3O68bfx6zaC5e/B19unJu0qzkaeQa4/TwidnK5vg9Mkwujcj/5+hGDZL5GUiQ4fuoU+UqdeUsF0Dco17K8Gm84IpuWO3E40UUgGCJjBlGLElC5sxNopkK4ax2BQJDT9BG1+pOeu3AzE8oAXP0+XG4vSTPK/8fee4dJclb3/p9KnXP35Lw5B+0qr7KEEiAhwEiIYAwmGGwLGzAXnPDFl4vtn2244HiNbS5gBBYGRDBIiCQkoYjS5jA7Ozs5dU/n7qq6f7xvhe6ZXaELJjw/nefRo52pme6a6qr3Pd/z/Z7v+XZYmEIdU4bYrI3TEQ9yTlzsNW++6SoGMhG0eCfhxjy2bbuOnGnZv1fWk+hO64YET2HZv1fUkoTkMUU6R8ZyfaAoHDY20SdNynoPfZK4UqG+/XaU+cPcr+zhi7FbAfjmZJiYUuWeN29lc0LkMOuGh8VrRtKEJHBznJENOTPXNGKEZfG2XpLF26h4TmtG0i2g1qUc1ZkbuKTn3LmGkQOfp4tFZq/5GAA6Jt8ob8K2bZ4uJgibBT729cd59vQiCXuZmHTUdvKc0nKesixoO8VuDMH+WZZNVaq2kIDM1MNC/gnUHBmqLDjXQjnilKFZozx7nIRSIZ/eBpM/ImDo/Gb5TfzlPYep6+K9p2emsSybkF1FkcoqQ55DRbYP6T7zFUXmo/V6DduyCChNF/A5xxr1Go1mHU2xsSUItPQwYZ+kc13zKEU9435NUqyb0VhKXhPx3optYjntTY7aTeaxqm26bVEOqHPm6a0m6bQsX87uAD28/j7L5/D5yxa/aIBvHBjwfd0PTLT/kG3b/2Db9l7btvd2yKGYv4hhKyt7+BRFWSnbdKoNLYBv5Rw+fYWk0wN8ut7K8CmNEnXHTQncB4WN15MnTkdBbI6WBGKGXFQaioHq9PC5oE5WZBSvh885pgeCov/K1rEd9q9eFn118m+pKSFsaZzSLC1SVmP83nWbuHFHD7ff8WGUX/0avPqzjMb3MGKOiushq4/BpNgIGi2Ar9R6zmrIHQBqVhzAJxa2phbGkMecWTaJhJRKxLsJVmf5wN3P0q/OU7d1/vBbMxyfLXFn8wrqG14ML/t7Tq0Rm0X52AMu4HMAdD2YImmLRcexjDYkcLEDMaJO9U0uiiG5SZiBJKGmOJ+5WbF59fZIgNHZx9ZknfffuJlNwXnydpQHJkzmijWOmZ1884JPwpvu4dA5fyBY1wc+Qm1U9MjUe/aIz1/2cJQXTlORUlNnE7IjWaJKjUqpyKJsdA/IAbKBWJaEUmZiYZnJ06LqNzw0jKIo7NqxC8VuQuE0ayyRQDxS7mGuWOefaldx5xXfhVf9H8yLf4cfWWvpPPp5bGnkUEiKhFXNiQSsNn0Eq1IgRgVTgifHent5YYo5WRUPpsTf0T8kwM3TBw/yt3eLRPUtN17MWy5bw7qN24Q0I38KY/xBLBS+WxfJ5rFigD8f+Sd4+8Nol7yTv2j+CtnZH8KX30HCyvPD3C0AxHoEIFUXj2NXlohSoRYVz0xOAqvq3EnK1RppewlNuuB19IkEal2owM0jNmGlzkl6ef0nHuYrk+IeZPYgxmnx+TzYFMDykeUUn+v+HXjTvShX/QEf1X+VvuIz8KlbCNtlDiQuEn9/KMqo0k9iSVTV0/UJ8kFxn2R7xXk15sc4NV+i355Gy4nvkegHFG4abtIXbpKxl9hfyfKlH53m06NxlrUUxolvw5FvEKLG10yRNJ8uwpvDf4nytgfg4t/mHzrfTxMd/vFKBvKPcq+2j4CugqpxXBshVzgAtk1v9QgTETm8WFFYCvYRLIwxNl8mUZ1Az4oqekdnL8R7Rd8W0NcY5YDZz/7JAvuXNE7ZncQWn4Fj9xG0a3yhsgvLspksmvyLeR3FN/0ArvsQf9v/ZzypbYcv/Qapyin+WX0FkaBIJGaT2xhpHodmjUj+CKPqAGE5HJqurQzWjnLL3z7AOnUCvXMD3373lbxiTz/11BqC+eNg2/RVj7LfGuLxsSVOzpf5vrWd3PwjcPoxuqvH+PfGRVQbJhPLTf64+atUX/FpuPlv+Oaev+ML1T2U601OWF08Ya2ja/RLcPzbqNh8vbwZ27a5byZKlQCdxcNQmEA3K0R6NvEHL97Ch978cgBKp/fzP/71SwSVJut3XCA+1kHBCCyNPkXpuGCAgkNiZEJkYAffNPcQe/ivCR6/h99vvIHxPb8Hr/si3zzvEzzQWE+h2uTEQo1vWefQPfVdqCyRLo/yjD3CsZki352NUbMN+puj0KgSzR+lY91eArrKxk0CKI0d28+zx8fIKEWiPeJ57hnZSskOYk8+SW1ulBRFljOC6TX6d3HM6iH97feiff/DfNPcw7Fz3g8v+u/86LYf8THzZUwVqowXTO619jA09x0oL5BbeJz77Z3ce2CGj953jNNKF9vDC1y1uYtBdQ5dDpAOxVIsqmnXdTJVn6IUls9I3xqhMJk/iVVaoMueo5ASa0MuGef71nY6J76F/bnXUbDDfGv9H8Ar/4XSrXfxt+ZLOTZfp1hr8kBjPUPVg9Cokioe5wQD/PW9R/jLew6zEBrk+p4iPckQmyJFmpEuUFVCAZ1FNeM6EcdrUxRDYj3TVIUppYtQSYDBbP00cwGxp+Qyae4yL2F47Ivwzd/HBj7a+UG4+o+ov/0J3t98I5P5KqVak3trm0k3Z0RLwuIotqKyYcNm/v61e+juHybRmOOv7jlCbXGckpYSkmGgEsgSkaYdanmOZSIouuj3XFAz7oy2aPEkE0onmhFAURSOqSPkikdg8kkGa0f4VvTFcNl7UN50D2/IfYYnC2JPfrzaQweLYq6dNNjZvlXcu5FMD2k7z6n5MmU5cy+TcwqoSUKydaMp99Oo3AP8TJpenqZoh9zC7lh4K93N05AfZ8upz/At6xyMl30Mbr+Lj2ffx0ShhmnZPLAgfn6Aaf7uZeL+cQqNgXiOhL1ModpwGb5wXIAN28ekNUriHJy9vBFME5c5gDOPz5kbuGx0kG5KQD37OAfsQaLn3gav+hSjHVfw3epaDk4t86mDsi928gQf/+rDGIrJmjViLXf61ZYLi+48Y9e0JBAjoJiUK2V3xJYiGT5LjwiJJx5IdQBfMyxzgeIMtlSWnL7gj+ElHyX+m/dzx2tu4cI1WX7lEvGZzcxMs1xtEqbu+j3oIQfwSUknnmxTcXry6lXq0gvCufcUCe7MeoVGrdryPVuPCHBoNmk06mzmBEc7X+SCWCfvispWoXLRAXxNLNm7p7Qp4VQst3fPGb3QYtriyDXbGD7/MYc4USzrBYbvpxiPAOsVRRlRFCUA3Ap8+Tl+5xc2Wnr43D49zaOQHbmn/HnVrT4ogJ9Wlk6cbQyf4mP4NN0xdJFVjUaJhhbxTsZh+Hp3c8zYQF/Focol4AuLh7epGqKfB8CsY9oKhgSTgv1rZ/i8/j5nnIPSqFAj6L51Q/VklXZ1iUYgwRv3jfDxV5/DQCYCQxfCmstZTGwgRgWWTqJW5ijYYSJReV5GnKjtAD4HpDrnHHJBnS3HIERiYmEzNe+YVStRsw0CQXFuyY4ButQlvn9kjt2JZcrhbr76zAyffWSMo5GdBF79aQglMLo2kbcjmCd/SFM25espcT2bwQxRpYrdqLiLfVCCJzsQJ6LUqNVrNKScNCxNbJRIhrhk0pwqZ0YyfEQ7CNYWMDQVdWmUhWAvD59YcOccRfu3Qedm4rl+7jIvIX74CxjH7+W0nSWSFSBFTwpAUl+ccKUxutyEFDmHpzAvmDSAqLS9DiVFAWVmZsaVdEbS0vEtI6r5LI4SWjjIopLkhzO6O4TacSnsiAe507yc1PIRrG//TwBqOVlV7xLAypo7zPK0YMzshDjnSEb8/dWlKfJz4jrHsr3y7xH/P3D4MEpRmgxk+vlv12/mxisuE+c1+SMYe4gJY5inFhRs22YqXyWe7YZwimw0wJ32VZSMNDxzF4/amyh3i2Q5mUozaycx8icpzUiWOSkSAiPRTQMde2mc0bFRNMUmmpPPkwR+77skxZ9eIu6rSy66CMu22bB2A6YRg9lDMPYgZTXK/XlxfY/NlljbITdt4LHkNdydeDWc/AE1DGay57vHxoNr6SwfgWadnDVHRQJRJZSgQAx1eZz9h/YTVBqkB6XHlR4QpjYyEQRoJIf50NcPMrXcYKH7Ejh2Hzz6CfKBbr62vE5cr0KV7qRXKIpkB/hb5VaoFvh8+s18OXG7e+xUeAN9tSPYCyeI20WKqc3usUZymB5rkj/84pP0KnN0D210j9G7S3xWhUlCtTkO2QM8fGKBY7MlxoLrUUZ/AI/9C3U9zgONDUzkK0wVqgQ0lUxUrEXpZJK3W++CgfM5EdjAgeQl7suXO3Zh0KQy9gSdlePMRda4xzIbLmKTegqruszewChG7w464yH+4pU76RzeJnqxlqcwagscsId4bHSBJ8aWeIAdQjb+mVfR0KN8xbyA6UKVyXwFTVXISeOdXnntJvNVpvJV/s28EmNuP/zne6kZCR6uD3FkpsjDY8tMBUdQpp92+79uvf4K3rhvBC23DlsPcUXsFBsaQhYbHhb3Q9/IRsp2kObUfpSJxyjaIXIjIinrSYb5aPNlNLUwx3a+i0+Z17gGN11yNMN0ocqJ2RL3mHvQ6nn4xvtQsHjaGuHYbJEHRwtMBIbQpp6GmWeFYUOPUA0oRphioAMtP8Y37he9cF1D4jPPxMMcZpjYwrMsnxBMaLNbsJmdiQivrP8R87m9WIrOnzRf6xoCOffadL7K+GKZfzcvxWgsw9fejWLWmOnax52PjPHAsXnU7Bq0pVFR8MyPQ2rQ/VyXo0MkymMsFGt027OYcfGMZGIRJsmhFU6SHxXjTcxOYfKRjgT4trWbcH0Bu5LnLfXfISbdm3uTYUKGyrHZIidmSzxqbUSzGzDxOMrcIZKDW+mMBxnIhOldt5N0eZQ733IhF3fVCUl3RoBSIItRnqHaMOmwZmjGvA6Veb2TeHUCLIsuc5J8WNS6Q4bGZwMvR7WbcPAr3K1ehZ4WvxfoWEMmFma6UOX4bInHLLGeMvYQTD6Jkh7hH99wEZdu6CDdNcSAkecTPzhB1lrAjHW5790MC2MiEPPYCmrKPbagd5Goijp7qjzKpOad8+ngWlLNGfj6e6ljsD93nXtsJBdldL5EvtLgwaJ8r+lnYeGEcA2VQCTT2U9AMdl/4qRrkqI7bRDBNFFT7JXOrNiEZP9qRoqYJZ22K7PMK2k3EZ9JSuOWr72HcLPAnYFbRMF5/dVkMhlOzJY4MFngUF3O310cJY0cNyD3w1iqk5DS4PjELItzohCa7ZDjLYJiL7eaDUzpuO3s5Y1gmihVaFSxZQ9gQM4OLoW6iNtFqC3TWXiGJ9lIJKDDyCWMXv0P1Ajwjs88zsmmHJ2lznHihJTRyr3c8SMoFvJUpKTTyX0UCb4qxbw7DsvxNrD1MGFqYFmYMv9wWEkzIs6vlp9Cn30Wy1bQe3fCntdDrJNrt3bzb2++gAu2SoOf+VmWShWCSsMFegGZM9akcsrwma8oTs5Yr7ugzundc4Bfs16nWau0HHPlqLUixfFnCCkNlrM7xQgUgKS4F+NJKU2V4Fu1Pdmm6vTwScd6zHv7fgAAIABJREFUtaWHzwGDq/X3SabPx/A5g9dd0xbbwnYUdi/08P1kYdt2E3gH8A3gAPA527afPftv/eJGi0unI+mUck7TFlBOHHJuIAn4Wtw9LSyltYfPuSEV23Pp1KWxiiPpNJplTMMP+GTS3ruL8cgm+huj0KigSAmkIRuQTSUgNjaEpLOB7kpQTdWTeyKZRAcMNjBQTOf3KtQUH+DTwqjNMqZlY9SXhdXvKlFOi+ShfvopjMoc83aCmKzMWw5bZlnY0oo3EBaLnQB8Uk4q2T9n4LulRwhKwEdtmYoSct/PSPXQp4sFY0NwkUTXCGtyUY7NllyXQIBsPMzj1noCk49gzDxFzdYxUmIjMGUTdLUw6zZ8R+RgdcfFq1RYwqx6hjEAgWQnaYqcmlumIqucinwtojmoy/lNi6M0k8Mcni7yyYdOEjJU9g6Ln8tEA/yr+SJUs0Zi4vs8Ya0jGxXXPZASn3czP+m6ngXiYpEPymP5udOUlxw5jwB8zozAhblJqktT4v4KyWTAGQq9OArT+5kNr+Wp8SV3ptdIVlyzkKFxn34JeaMT7dSDPGWNEJJV2mSmk1k7iT5/iOVT0slPytXiWQlS8zOUZY9HutMBVuKcu5UF9nVJu2fHia53N0RycOBuGH+E2fRuTs6XmCvWqTUtuhLiM1dVhVgszncygrH9aOMmemXiaWgq40o3sdIYxWkB+LSsMF1AVVnQOgiWJpg8JZjNTJc85tif50+7Ixmu2reP77z7Cv7pDeehdW6E6f1w8gGmErs4Pl/h9FKFhVKdtR3ePZaLh/gH43bs1/wH7zbfTiLpS8DiG8maczRPPYyKjZkaco/lg93ohVOMHhT9ZZ3DPlPj1KCYobYggPX5e/ayUKqjKJDZeZ2Y7Xjie5wYfDmVphhzMF2oueAAoC8d5qPla6i96zif0m6iI+Edm0zuIWxXqX/vrwGwnU0ZiHStY1CZ4ejRQwQUk3j3Wu+8enYJUxJpIjUW380Dx+Y5OlPkkd7XimLS0XvID1xFE53RuTITS1W6kkF3U+6IB5mo6NRe9zV+O/JhulPeWqcNCray9PSXSdjL7mwzAPr3omLxuQtPEm4swdDF3rHcOmFyMSbATDmzmUdPLnL/0VmqfReBqkN5gYOX/C8WSTCVrzKZr9IVD6LJNbLbmXknAd+3wy+Cna+G0izW8KVYqNz12DjjixWq2S0w9YxnUe8YgOgBlP5zeXHyOO/clBfDvaVpSUc8zAn6CC4cIjH/JE/ba+lKivuoJxniGXsNn7z0Ozza/3rx8xKIOrP4Ti9WODFf4kjsXNBD8KNPYw1exIPs4JHRBQ5OFVjqOFfM2xuTzpq9u9xLFOpcw4bAPAunRD9ruEswfIqiMB5aR2f5CMqBuynYEYJ94n7oTARZIMFXd3ycL195H+N2J/1y5IcDSKcKVcYXKzxobcHKrIVn/h30ED3br2Sx3CAW1OkZ2SzWnsIEWM0WwKdm1zKsTPKJex8nplQJd4hnRFUVprVuEsVRymOivzDYJ4Copio8ELqMr3e/lZOv+BqP2JvIxQLu763JiXmi+yfzPGbJz+bpf4dagY3bzuXzb72Ib77zMqK9m8QYncqSWAecGXhAM9pFvDHHiakFupQl1JQnYCqEesk2p6FwmiANyjHvubbSwzwUvQJbNfhI7UZ39qS4x4JM5qscnV3moD0oikpH74Xj34EN13r3c7yHuLlEVLPoVhYIZ33iqVgnGTtPpdYg2FgURTAZ8+ERuhvj0KzRVT/FVHDYPXY0do4o5o49wBe40t3rQMxgPb1Y4fGxRQ5a8rOZ2S9nA3qv0dEtgMyJ0VGs0rwwnnNygnCahL1M07RQitPkiRKSwKIeTJOwC2DbROpzLKme1K+Y2Y5pK3Doq4wF1nEqttM9dtn6DibyVf7+e8cZtztEXrZwwht9FBV7XjongOX46XGKcv/JdsniWlCCrmIe2wV84po5RiiN4pyYOYowYAMoyx5XfvQZAlaFI8Gt7nk5Bb9jsyWuukD0RF/RU6NLkUYpsm3EYTErpQJ1Ca4CkuFTQ+K8qqUCNcfMTkotnV47q16mWWn1EHBAbnVpmvDCAU7Y3SQSCdojJovXhcU5lqXLuS7f21VYVWUBnibIedAOw2c2ah7gkyyeAwbNZpVm3QGDMn8NSBBZylMfEz259c4dYo8Hl7hIyv3RUU6pdhNLcd5btjc5oA5rZQ+ff/SC0i73dNqpbDyI5Ek6bctz3P9li18owAdg2/bXbNveYNv2Wtu2//TnfT4/Wfjm8PkkneCAQQe4eXP4Vh7zJJ2apopFzQGIvvkijtzTkVUG7Aqm7iWUbL0ZLr4DundQiAyIoZXLU+jVeYp2iKDD8CkGumTxFLMujAtkNBXDBYO21aBu66iaeP8m3vw+rVmlrnoblKmH0c0K44tl4pTQI14y649GdhOmrVA//RTB6jxzJAkbsloTSKAqNnZ9GcsFfGKxa2qeG5VSF+6k7kNvRAjKxmWlUaLml7nGe4ibeX5ldxepxjRqaoA/eqlYkNf4kvFsLMBj1gai+SN0Hv+CYNUi8u+TZieVpVmUygIVO0DMYfHkJlZeXsSSm0RUykmj6W5UxWZicoJmaYG6EgI5wN7ZgChOwdIYEZlUffWpSW7Y1kMyLP62bDTAIXuQqbTYLJ6w1pGOimMRyYzZxSmXeXSG18Y6xCZWnD3lsn9OJdOppj577CTRxiK1YNaVQZDoE0nvzAGYOYDduYWZ5Rpf+tFpdFVxkziAcCzF76/5HM/8+hgvrf8pqYhY5DviQQ5b/USWjtCc2o9pK8T7BPuTzIlztooz1PNyw3VmWYXT2FqQHYkyN6+VC63cEFE12Hg97P8S1Ao0+s6jYdo8fEJIlnp8AKYnGeYz2ks49tIv8j1rp8s0AEzrfaRqp6jNjoq3lE56AKVwN/H6FGNjAgx29MqExggJV86pp0TiHkx6nx+IuY4n74e5wzRHLse0bL74hGAvnVlzALlYkNnlGsv9l/Dlxnlu4glQyQhAbN7zASxbodbvgZRoz0bW2GOMHxd1MU1KZgEJ+E7CogB8l55/Lt2JEHuH0sS3yMRQ0ShtvQ2AUwsVd1C4Ew4gnqoaTBdqLYnnXO8VLNhxAk9+EtNWiA16SVa6fwMhpcFbR2RSlfaSWQEgbHjwbyCcpmP9Xu47OMNUoYoxdC684WvQtxft/DcBcGKuyLMTeTZ2eQlJp5zFN19qML5s0uP7HDv71jBlp8k98XEArL693nvLf2898a/i62Ef4OuUydj3/kJcvpHdPHZykWcnCuzdMASXvxde9veENr1IXJOCAHXdLfeX+PdkvuqxpS/5CJz3ZsL73sGaXJRPPiiKBrGh3VBZgEf/WRRV4h5QYHgfxuyzdM49BP17fcYCCsfC21hbfJSe0gFOBDe5Bblk2CBsaJxetlwnWmdm4cZusVbunyxwYq5ET2cWzn8r7LwN9bVfoDeX5t8ePoVtQ3TTVWKsySP/W5yXr8CgZ0bYElliW1iaQPgS+XxyM2G7QubE3fyHeTGdafF5ZSIBdFVharnOyaKCouAWYUKGRjpiSMBXJhUJoO79NfGCQxdz5fYhFAVuPXeAYMc6Yd5wWs4s9AG+VP9mOpQ8+x++F4A1mzyQejhyDgO1w4SPfpUZO0Wu2wM+8Xicu8KvZNIW67gDkAE5T7TI4yeXsCNZ7J5d8Kgc/t7hY6wdoD7xuHjWOja5h0LpPjqUJb7ziCjIRDq8a1mJ9hG2KzROSUY06a03fakwf6b9Ogu3f5OTZq5lDetOhJnKVzk2U0JRNZSB8+Dpz4NZ84Z4g1sQe+8lKYYDBYykd38ZiS50xWJ6eoJYc5FqwANP5eQ6gtTh+HcwaLAU9Yo1S8ktvCT5eeq/v8h7q693mW2AkVwEy4b//f3jLOkZrHAGTj++AvDpCQmsxk9ilxepaHH3/tbiHUSVGtOLS+jlGRbVrPt7ZiiDjgXVPLHGHHnDA5uxRIpDtrgf7g7eSNZ3Xjfu6CEa0Lj7yQlyqSRKoleck2QQiYjXcfoIp6en3P5BLSaOOY6c5cKiC/iiMQmSZW98eWkWtbpI2Q6684fHOy9j0Y7DPX8kvo57RbHeVJigrtKXCvPaa84H1eBFvXVuGFFaPj+HSawU8+4MYsel0pF2VksFF3hpQbEWOoCvViliV8Q5ByVIVaSXQyM/TSJ/iAP2IImwzoqQRevK8gJFKZ903tth+Jq1MrZtY9BYAeoajTpNKelU5fc0h+Fr1FxTF8X5Xkhc73phFlPOb9Vza2DvG+DS94BkqYMRcV6OGaBqN7Edhk/m0U6vnWqbLqhTXdmmVMn5ZJteD5/vWBvDZ1vmC5LOF2L1sFBXjGVwKgztLB7gbtztzKA7h09BVMP8Lp2S4dPaGL6Q7c1LAcSCe80HQNWww3KhLM2iV+eZtxNCZgCYqp/ha9BQPMBnqgE0Hxhs4C0Q/t4/zazS9DF8th4hYFY5NlskoZRdXXx7xGIJRu1umH6aYH2BJSXlAeSgeMBrxSWoCxlAUDJ8lu7NblEaJSqK7+82IoSp0jAt1Ea5ta9RLh5/dmUCZXkSMiNctqGDD968jTdc7G2+uWiQx+wN7jX/G/Mm4iFZTZKVstryHFp1gQXiLiupR5zFcglqy9Rsg6BcjFMS3Jw6dVIMXQ/4QLADGCafBKtJ5+BGAhJYv+pcL1lJS3nbI93CCOOH1maX4UtEoyzYMdTiNHZ5HstWiMpqXVbahVcXTmPnxzFRCUnJkCH7/A4cP0lOyaPEOr3zUjWRZD3xf6BZYeCiVxI2NH5wdJ6BTARd85aTXCzI3HKNJTnvMS0BXySgM6YNkiodR5s7yKjdTXdW/O1aMEaVAJTnsYsz1NFdlzQUBSXezcvWaXSyKFgPw0uC2PRi9zmKrd8HwF2PC0lqrw8MrMlFOTFf5WhQgCg/4FsI9pNuzqHMHqRoh0hnvb+9Ge+ny55j7KSQ2+i+Kj4D5wtGxBni7Zd6nPN62P0aeMU/k7vqtwD4/KOiP3GdT9LZEQ8yX6q5ibo/kVK6hWQvOPEw91vb6Oj3ErDMlivoU+a5TH2ShhpqBQ2pQck8HoZwhkAszWfffAEfuXU3xDpg+BLY/ko6e4cBODBZoNIwWwBfv7w+ByYLTBWqrO30CiFdmSR3mZegYHPM7mWgy0vONOl6enunHCHgS/gciSALx2D4Et513RY+/PLt3HH1el65px+6t8Ovf4v0xn1EAhpPn85zYq7E9j5PGeAAmVMLZRZKdXp9CfFAOsx/mPs4YGzhNfX/Rmr9hd57R7PC8XHppOhz9IEZ1r8I1lwupIypQbauGaDWtLBtuHh9Di59N+x4pQvwpiXg6/FJYB0gM5WvMF2QYFAPwA1/DkMXcvG6HJWGSchQ6d4ggej0M3Dt//AKKyCZRzlvzg9YgR8Mv4O/4jWMKz0czlzmfl9RFHpSISbzFWaWayRCOiFZMEuEDIazEZ4eF9dyJBcV+8HL/g6MMH/0ki2860Ub+MfX7WX9eS8SrQcLx0Rl3X8/p4fQlyd48xZTzEiVzAdAo1Pcpwo2d5pX0JMQ10VVFUZyUY7OLHN6qUJXPCT6QH3XTEg6K6JotOvVwk1w680MZCLc9baLeNe1Gz1J+fHviP/7PrtYrwBgt2n3YaOiDXmf+bHel2Kikpl/nP3WUMsz3xEPMlesMSdHyDj3FcDajqhgHY/Ps3sghfLqz8E1/x12vxYGzvOuSU4yyE9+VqxBA54cu7tviJRS4umnBEhN93rPrpmQIxAOfUtct6x3rDcV5siSwmHE3+gvQPalQpycL/PoyQWGshHUoQvF+0ayMHiBd15SFfHazRrx5oKn8gHCabFOLM6Mk7TyNEPenmzmxLVsPv0f4vxyHrhNRwIslhvMl+Q6FfcKU8NS4fGDo/Ncv60HddONcODLsDzR+vxLsJGfPU2wkccKeexiKCOuyfzECaL1WYoBD9Q5TJpZmifZXKDsO5aJBgQ7HM7yJfMiV/oNEA3qvGSn+NvPG8mIc1mUDF8o6coJHbO1xbkprOIMDQyQeYcmi8vl4qJQCtkBVOmMrjpsWX4GXeYAEfnchaIJ/rF5AzQrzClZiHvyWE1V+ODN2/j47ecQDhqQGqCzOcGvbJA5lwR8TntKrVxwR1I5oMvp76uX8+44LMfQRZGAr14pYtdkS4k0O9Flv7y9cIJkdZzDDLnF9ZbQg9SVII3SotsvF4yIfSsgjf7MWplG0yKoNF2g5xj5tTB8Tg+fzFWteg2z4QA+uX7LMVyN/DRWcYYFO0YyFhEFlivf761FRgQLBVV6QwhJZ9vgddPr4bPP0MPnB3WupHMVl06PqLE9sPiCpPOFWBFtxiyKSwN7oM6pGDjNpmLu3kqGT1EU0bNn+wCfy/A5Lp0Ow9fA9gM+XzhJvFWcIVhbYFFJupIkUw2gO4DPqrWAOlMx3GOYdRqK/5iOIuWeulWlqXkJmB2IEKLKM+N5EpSIp7yF2h/JsMFj1gZC4w+QqM+IIeJOyEpTtbgEjRI1WycYlIuKHnKtfLVmG+ALRAlTo1RrYpglGpqP9XSS4zFpsy5lU6+5YIjNPR6bkAjr7FfW0VQCHOl+MeN2J/GQ+NudCmCjMItRWyJPwr2WhrRtrpeWUOpFSr7zcnpFDh4/QY6866ApDkrAd+w+8Toda9kzlGZNR1RsWDIMTSUR0nkkdBEf3fFFjurrCAdkghc2mLHTGJUZlPI8S0RJSDCYyvXQtFXswgSB4gQLagac/tCI2HxftzPB+miZYMrr+wDEZlkvQsdmIusv48Yd4hoOZyMtP5aLiUTKGWSejniFg/nICEGrQsfcDzlq93tVdUUhryQxKnNo5Tnyaro12Uz0Csld4bQn53RizeVgRCHew8CISFDuOzjDzoEUO3xAYSQXZSJf5eiM2Dh7U959Op4QspH+sS8ybneQ87FZWmqAbhbY1DwsemP97z9wHhSn4dQjAvD5Y/B8uOnjsO0WMrEQa3JRRufLBHW1BYjmYkEaps0xeV5+wJfp7GPKFp/LndYV7Oj3PRcjwgHxSvUJGqmR1uuVGhRrxaGvu8nycC7qve/rvgQ3/w19kpl97KSQErVLOgHu2S8q3lt8z8UVGzu507wcgGftYQYzvntAvp/yzBdAD0sTGRnxLk8Ku+YyMtEArzp3kDuu3kCnD2wqigAK33h2GtuG7f3eezuJ+eNjQqrkB12ZaID/pb6G65d/n9mOi7hwje/ZAsGYgWD3/NdLVeHmvxOJc98eVzodD+kt91A8ZBANaJxerDDZxvCFDI1MNMDppSoTS5UW8Aywb71YL3b2p9B7touK+NZbBMhpOcdz3Wo5/XtaDr364o18pHoD+yr/Hw3p0OlEbzLMxJKQmvrBC8C2viQPHp9nqdxwk3MnLlnfwTuuXM81W7qEMqFPvqdPzglIcGOjHfgSSmZNy6FI3zYatsazrCU8uJuk75nf0pvg2YkCE0sV955yojsZYqpQ5fRihf5URKgm3nVUACvgnMG0AK7O+x24W/w/6bunJFi6UvsRds8OMdtMxpq16/i2KdjnI+pwC5PhrFNzqxRa1nbEsG0YWyhzzmBa3LcX/xbc9DG3Hw0Q7LWqw/4vA4p3fwHBbsH27WsKeWy8c9g9pkh5Z+jZz3LK6iCU9f6evlSYUt3kyXFxf4/4Wgxeff4QddPioeMLomjkAMyN14uinBPOGnX6ccBuKQYlOgTwmJscI00BO+KpEgI9UhZ+6CsAGF1eb24qEmCpXGduub7ievnP8VV7B+DcN7keAS2AT+YfF/dY7OvXSKS9wlq8S/xcYeoEqeYctbCv4CiLkdWZ44SpUg1555yJBviz5qs48opvMVlSWgAfwK3nCfbvwjWy4LNwQvznV2PIf5cXJ9Gq85SNlLs+OHt5tVhAqxcpK95aZ8TFedWW5zDqi+SJu8X7WFDnk+Y1WKE0jymbybY9k6/cO8CuAXmvZtfB/HGh7AmnXYAUjzvyxWV3JFU46gA+Z87xsmtmpzuAT/6/XlmG6jI1WyccicrfT1CygySP3AXAYWPzGQFMw0gQbC4zPSsUM2FZyA5J4GfWSp4xS7tss1GnKUGdKoGe6jJ8Vcy6LNTL72ny3qgXplFKs8zZSVfR1BKKQh0DuyleW7Ob2KrD8Dl+FisB36qjF5zvuQyfX+65ylgGR9L5AuB7Ifxhr0L5Oj187aAOQPXJPZWWHj7vdUxUtzohHDzFMcOQD4XVpGFahKiLHo1VQpOSiuriFKH6AgXVS2b8gE81G6LKJcNSDTRnZIPVEO59MppKwGX4dKuGqfoYikCUCDV+dGKKoNIkdAaGLxE2+HfzUvTGMiGrRFHzfk6V8shaaQm1UaZCkKCsEtuaZz+sN8stsk0tGCWgmBTLFQyz0trX6GyIJyXg81VY/aEoCuFoko+s/Uf+c/B3URSISkY0IAGfWZwjWF+iqHoV74Dj4lXOo9aLVHybhAO6l2Yn6FYW0FK+5KV7ByQH4YlPia/Tw3zk1l18+k3nr1iUs7Eg86U6J5sZl90DAQbnlTSh6ixadZFF22MeFU1nUU2jlaaJ1qYpBHygTs7puXxQZzBYRvUzfPJcADj3jaAo3CoZx+FcawKZiweYK9ZYqoj7xZ/8lZMCFIXMIhPGUAszWNTThOqLhOrzlI22+yTeLXrSTj4Iva2JLkYILv1duPDtxMMBuhMhFAX+5KVbfWNQPGOZB4/NEzLUlsRgIbeXzynXodpNTts5l5UEiHYOoyk2L9YexB65zO1VALyEq1lZCfjaYveguL4juahbGAAPwBycEpIdfyLVlwrztDXCoh3nZPZy93MUP7gBYmIER6Tb16sG0CUlisEEXP6+lSejaqBqRAI62WiA7x4W8ks/SHHAzH0HhbHQ1l5vrRjMRgj3buVPGq/lS8GbXDYJEPdvWCbJt/2b17DvhAMkRi5f5Sp5MZKLkpf30DYf6NrQFSca0PicZEv9kjdFUVzw+b4bN7fcX4AAU9Dav+dEogfeej+8+K/oS4UZyka4dEPHitfYM5zhK09NUmmYLe8N4vp989kpCtUme4bSLccuXJslqKtcuDYrilhvewBe9vcrkwcj5AGHvlbAt3Mgxc27BGBuAdmIz+vUQpmHjs0LkOKL7X1J91r6GaNVY41kDnvaAN+Wm4W0yjYFE+uLgY4Uf9x8PX9Yew03bu9pOba1N8FkvsqByUJLoQPE9RqdK3FyoezJwjV95TXJrIGLfhMaVcisbWX45Zw+DQt15JKWX9s1kOJOU8xSnIpsbFlDczGxTs0Waxia0pJcrvNJrs9p+xxbQjPEuTUr0LmltUd95DIsReMmTczRVJIewxPIDot/2BZ3NH6DTMy7Lg4Lef+ROQK66poBgZDnvv7CYe8cB86HjTfCub/eel65DaII9tSd4msf4MvI3ujS6f1oio0a84BPLpvltJ1Fry9zyuqgK+etw+mIQcO0OblQktfPW6dSkQCpiMFgJsIFa7LiGXeeNT/gC2dA0bhtS5iUvezuOQCZXvE5lmdGydqLWFHvnDXJpNWlq2Q93Ar4agSYaERZrjXJtgG+XQMpvvKb+7jlnD5xLsUp0fe4+SXeD0kG1ChOkjDzNIJeoSgo9/J6aQmt0Qr4HIOWxvIcofoSy6q/WGxQJMKpV3yV91df13K9VkRmLSwch8Jky2flsHnN6rI7ksoBfEHZ39f0AT7H0MUxb6lXS6j1ZZaJuEquSEBjzk4SLE0wr3dxJNz2nPsjlCShlDlyWuwBkZh475BUWJmNCvU2YxZHcdZs1Nw+PQfoac7M6EbdZfgcMGjI3NQqzqFX5pg/E+AD6gRQJOBTbRNbEhBq2+B11bZcMKi0+2CsIulsZfhae/iwbLfH75cRPq0i2n0hflpho6C64xVkn55TTWgDdeDJPW2U1Yc/IuaBuADR9rt0ygXOalBpmARpoBirAz5D0vmNwhTRxiLL+rB7zFIDBGwp27TqNH0snqUG0PHknk1aGT7H0MWwalR1bzFWA1EiSo1njo9BkDOatiTDBg/bmyhGh4iVTlIOeBuB7mfLmlWqBEn56P2wUse2TIxmiZrqLcbucNBSgYBVwTJ8zIwD+EbFZkxmdcAHoo9vf7OPWN6iNxl2k/VAooO6raEUxgk185R0TwoakvKJZiWP3nZeTt9ARinQoywQznn9KGiGqCR/7V2gGpDoo1NdRW6BAAqTSxWSYcPt33Mir2WI1PdTV8MsKomWpDWvZwlVZ0g1Zygltnm/FEyKha+8AMWZ1goowOCFcORe2CFkpHuG0vz2Veu5blsr45aNBlksN9zKeSrsbcB2x2YQRpssRFtZglowQ2B5mgA29VhvyzHivbAkZEZsvI4Vccnvuv981bkDKIpIjv3hVKEfGV2gLx1uSf4y0QB/XLuNc9IzPF7ZzVU+QJbpFecZVWqwue29O7dAICaYz+zZAd85Qynueny8pX8PcHv2Dk4J2YxfKtWbCvHWxuuJKxV2DrZ9HooCw/vgmbtEhdgf/Xvhjmdk7+XZN6eX7+nn84+eIhrQWsBAUNfojAeZWa7REQ+uYI1u2N7Dh09fz/kdbeBc0+EdjwrJn75KkrP9lYIVOUORxQnn8+pKBFv6B0OGxlWbu/jyk8JNsKcNRFy1uZMtvQku27DK2J6NN8ChrwlGZLXwSd8+++YLiBgrt8lbzx3gNyRA9rOL4usQ+ycLJEL6iuciETL4xh2Xeqxgru0z88e5bxRSpvBKsPHu6zZxYHK5hfEH6E2GmC+J9fuGHa2ga3sL0916/62I7a+EE98Tsl9/aLqQVl3wthUFxaFclE+bYg7bx7a3/t1besR7L5YbLZJKgB39KT736CkGMhGu3NxWYPKHosCLPgiX/R5IJYsbgYhgkQvjMHxpy6GNXXHu187jV+vvQRm4suVYNhak2rAYmy+TjQZbi0O5KIoi0sH2dWRFZNfMwKdRAAAgAElEQVQL6bRf6gkQTlHv3kN08mEKWpqEjxlMpjv4obWJ+f6reez4xpbikwOKHxldYCQbbTkvgDuuWc+x2SJXbe4SwPe2z6w8Jz0Ia6+Ag4Kp85vJBOR8W3v6WXma3ufVkwxzxOqnT5vnsN1Pn88QKSULd45CoqMNwPzedZvoToa88933Trj7t1t7HlVVmIaUZoTRjVOYAsJZsQ8qU09iKCaav+9Qmo4xLUdKRb1CpXPt9k+K9dMxA/KHWzBypMF6EC74De8HgnEaeozu5gJZpQA+sBmWPXn1coFgc5mqTykUka0SVmmORH2G/ZrXp9efFtfuR8UUc1aspbdwRWTXih7VySehwyveOYYxVnUZSxqRGNKsJSDZNrO67EoZHTM7R9rZrJbQ6ssUiZDzMY/zJBhihm9HriUePPN5BeMZ0vkyR8ZnIOB5J4QkW4h/vILMQx25q9Ws0aw735MMn8xL7WYNs94K+MLxFDVbxy7NSB+HPs4NrQ5TGkrAdYbXMN2xDO68anmtBMMnjVlWkXS2u3R6zOBqDJ/l5ua/jAzfC4Dvvzyc0QvOTeLv4bPkMRvTVnBSen/vn+Jj8UD28LVIOh1tsmPaYlKtNUkoZwZ8sUhEjBkoTJMwlyj7GrYt1ZNtalaDpq+Hz9J87J/VaAGDovdPJBoBu0bZJ+nUQzHC1MSgTzgr4AOFg703s/fIR6gEfD1BcmFrlpfQmmLOnxOOlW+9VsawKjR1L5lxHKXy+TxddoVKwJfoRHKiV6UwLoBNaKVLlRPZWJC5Up25Yq0lIY6FA4za3cTzx4k2l6iGvMQgLKUYZrlAsFmi5peTRjLYKAwosySVkms37Mbu18B3PyzYmTOAPRCV8397eIx1nTEy0dZFe9nIEq8toNg2Y9pIy7FKsJPo8kl6mOdQwvfeqip6LCafFCYA7Qzfjl8RyaBP9/7Oa9qYJSAngcGT40vEQ3pLz04m18WMnaJTWaKSagVIfRv2EHn876jaASajbVVHB6BrASHhPEusdk7g9ZnUmtaKxDMTDVC2DN4T/SCVgMW7fccCGV+v17prWl9U0wULc+K7z8nwOYyPfyQDeInT4yeXhIumj13MRAPM6V2cblq8fnCVxHPkUgH4VitY+FwBzxbvu2Ez77thM6ZltzCPIJLPmeUaW3tXPh83bu/hw/95kKE2SS/gOsGtGttuEf89RziAb1vvyjXj+m3dHuBrY9nefe2mFT/vRmpAyFl/jGgHc05cvbmLbDTAfKneIukEjxW95Zz+VtZTRjsbfsbY9nLx3yrRlwrzjXdeuuL7DvCNh3QuXtt6/R12tt1gadXo2Ahv/OaZj0dWqjS6EyECmsqO/uSK67bFd+/0pVqv16vPH+RV5w6suO/OGL6+wZbIrhGSb1//HoCuqWzvS/Gd0V3clm4vtDjS4MWWIguIokJ/OkwsaLSy6qtFbh0coqV/z32dzdfC5MNYflkz0JEIcX39D9ljpoHFFlbKAXy1ptUilXQiETL41187b8X3V8SG6zzA5+/vDaVooHO59UNQYMN277W6EyHutfu4nCc5Yvezy/d5OSqSJ6SUuv2a3XbeYMvXbLpRFFjak+Nop5BUFqda9xg9yIKSpnf5GVAglPH2pmBKukyfFi66ik9W7wC+7x4SRZitq6wXbkg2mN2vXbG/mfFeemoLZClgJDwTKseRs1kpEDdL1H17eSwaoWCHMQqnSJlzTEe8Ndf57By5vN+Ma0U4kuXCuCvVB9wZdHat5OWRkr2LxBzAV0SVhamAZPic8QnNahG9udyiMIoGdU7YSSxUvq5deUYWDUCPpBiM5Annqy3n4/QI2o0KzVobi+fr4VOlGsZh/Zz/W80alsPQyVw1FjJYIAGlOUKNBZbUbSsVGjIaagBNAj5hzNIK+KxV5vC1SzpVn0snbS6dtBzzSTpfMG15IVYLAdT8Fq+epBOfg6diWy5TB2AreL1/WC0Mn6X4TVssH+CTDp5Wg4ozj+UMgC8R0pmzk2gLR9ExqfqYNEsLCrclBKgzfYDPVgMYbn9fHdPP/ime3DNo11r6B41wjAg19jpra2j1aqnTF/do9ib+M/giRmO73WMB2VtmlvNoZoWab7yC009RK5UIWWUaPndSZ77gzPwCUaXqzq1xrplj3HI2dg8gFw0wt1zj+Fyppf8lGtQ5ZvcSyx8hZhdbzFeicpOwagWCZqnlvFA1akaKrcqo+DrRBviMMLziE3Ddh856Xjv6k1QbFgcml1fIWMqBDnSaJJrz/GfoxpZjjWgXw0wQVBoYmbZNesO1cPQe+UesUnH/MSpbHXJj+86hWa7a1Poavakwh60+cb+2MRzJS96CrtjElYo7g88Nh3kZ3nfmpO85IhrU6ZLV33bA5zAgj48trdyYnX6hzi0rwTkIABpMeJv2GWJDZ5w7rl7Py89pfY3hXJS9Q2mmClXhaujb5BRFcc9112pMw8YbYe2VngzvJ4jVkm6n58rfv+fEYDbC+2/YzO3nD6049tMIF/D1rUzgLt/YSVi6PK4GrP4rI6CrvGKPuCfa7yPnevkNln5W4YDNazZ3tRRZQMiqBzMRBjMRjDMkUT9JaKrC7794M++5biXYzkQDLihv7+Fzfvcnjh23CuZxlbVhlyyUtINNh7GeLlR52e7+Fb/3nms38e5rVy8etUTvblF0Hbpo5bH1okCU6m4tujlg87GTiwxmIi1Jdy4WcD+/H7tAsFqsF46yqIarKgFAUSgbGdJKEXNwH2q3N84lHNAYN8TzfFwZaGEez1+TIWxofPfwLJGA5koEzxqr7RexDhj9vhjBsqFVMZEPdLIB4dAY7/CeoVg8zeeblxIpCRm3lvQAXypsoCjw2NgiAU1lQ9dZ9ofeXXD1B+Dy/7bikJHup0eZJ6MUCPv616OyeGtVCgTN1hwjHjJYtOOk58Wcx9mgtxbmYgFiQZ1HRwXgy0afg+FzX9THkKsqVSUkFCSNsiALJLvumLBQX8aqi4J6O8NnVksYjSJln8IoGtD5rHkFj6z7bY7VUyTOAvgIJekwqmKmH4AcnYCmC4+HRoV6m9um48RpNes+Fk+cswv4GjUs2cOnyWPxkM68nSBQmiBklijqZ2bWm0oQ1cfw2W0Mn8fUmR7gc4rnroLOcl/PHdngZ/icY267leUehxcYvhfCF7ayimzTmefR5tJp+38P1RvjYNstvYAWKoqP4Wth/xQNxWpSdex5A6tXcRNhgzmS9C+KWUo1n1bdVgMu4NPsehvDZ6AjaXKrQdPX32eqBnqzhGXZBKm7rBtALC5GKty6OQAP0dJQ7w9DU4kGNGabYe403s72iJfkBWPOgptHM6tijIEMRVa7atUiQauCqfv09VJ+sLC4RJQqS6E2KVO8W7iItcvh2iIbCzCZr2DZrRuwA/iuLwtr7boPPIcicQFqasuE7DIlo/W9zUiWbfVR8UWiDdxAa5XvDOEYeJiW3dJzBlCM9MEyfCr5Fo6EWqvBSqIHY1rcR5FcW7K+/RXwuLStj60iifsxwt+rcGtb1bcvHebz1vnMk6Qz3ZbIp4dQNt0IB+6mt68NiDoV6g2ryDmfR4zkokwXait6ic5fk+VPbtrKH37p2Rb5ICAqqt07zsxKXfSbwnhjNfmiL1RV4Y6rVyaQhqbyubdcyJefnFg1+e1NhZkqVFdPZGId8Nr/OOv7/iThOHWeqWr+65eeHeT+JLG5J8FLd/by0l0rn49wQOMlO3uYdCrPP+P4ravWc95IZgXDd/t5Q2ztTbYYP/2sYmNXnKAPjLbHmy9dg2nZqx77acTrZG/ZauH08fklgj/V2H37GQ85hZL2Z/6CNRnuuHo9127tXvXzctwdnzO23Az9561eDOreAV3bvH42GZmoGFeRjgb41187r0W26RR5Tsy1zoR93hHvEv3OpdkVsu5ErhcmZ9AufNuKXxuN7WF/foix+Dktsvd4yOAlO3v43KPjZ+9He65wComJfhi4oOVQJdyLUTsEeI7SIFjN9zffyAWpJRLLR4nEvbxF11SSYYOlcoNtA8kVxY6WUDXYd8eqh7RkH2vUh4hSg4RXqAxHxdpn15YJWyXmdW8djgV1xogxVBYje5Yiw+4xRVEYzkXYPyGkptmzMXzJAaFeMeutbCxQU8MojTKKplAlRER+JoFQFMtWoF7C8YRweuscdZNZLxE1i1RVH4ANatxnncOung0UToySXG0kgxOhFIFGgb29QZjDZfgAagRQmhV3vILazuI16phqq5O8FhDrpdWsYzZbfy8a1DloJ1izLGbaVow2wy1fmGrAB/iarsrNm1ftjGWwsOW97z5jLaMXWlk8y1qN4XOkoL/cpi0vAL7/8mjdXNUW0xbHpZMW4GahuH16fpdOcUxtndHnA4NNdGyrSbUixhaoZwB88ZDOSTtBsHYQgEbIB/i0IAG7AbYtZZu+BUqVxwDFbmKqK+WelYZJmJpnswtEZGPx7pRMzM4g6QQh68xXGhRrTaI+GU0oEhfOktUCwWaRguqBJ7c5uVIkalexDG+DdKpdhfwCIaXhat+9iyEX1uzZk9ZsLIjznI/kvAUvHtQ5pXrJld9iWlFVSkoEtVYgYpWZaQN8RryTaF4sbKsCvh8jRrJR4kFdNKq3bSajmYt5zeJfk9fWkWvTwQdSXmKS7mmtPDN0sZhxV5xaneH7McJJBtbkopzf3meUCvFp82o+bV7NR1eTzF3wduHE52/0B9Efc/UHVjoaPs8YycV46PjCiuQPRMLakwyvbmrx1u+f+UU1Y6Vz6PMMVVW4efcqCSNCKnXphtxPhwl5njGUdVi2nz2ACRkaH71t9xmPf+iWHT+3Oms0qIseqrZIRozVewd/BtGbCvPsB649owzqNRf81zCxP05s70vx7UOzLc64P6u4ZH2Ol+3uY9+6VplrUNdWLcA871CU1cGec+xtP1jxbU1V+Nirz2FTd3xVFq83FRIjNJ7LYOe54vo/84aM+08rPQy1wqq9rGpmiBtmP8S+zEpZ9q3nDUrAdxbw8lzhFBK33bICiJrxXhCKUSIZb1+Mh3TqGPx55//kqfkDfDDc+v6ZaIClcqPFUfd5R6LPaz3x9a8reoAKAZTaMlHKWL7WkICukke6ZaJht6k8hrNRnjn9YwA+VRN73txhAdR9Udci6M0SSlOlroZwMxBFoayEUOpFUKBhawRlP57jLGpXCoTMIjXdYxB1TSWoq5RqTfKVxlklnYSSUM1z+74s3IMrJwWoK0GUZtWdtecYsugB2cNn1lEa0klegjrn/zRr2A05yksyfBFDY54EkfpTAFSDZwF8WhC9Kd/XtlYwfJYcy6D5JZ3OrGvf4HUvh3ZMWzww6OXevh4+fnklnS8Avv/CsHySzvbRCyg+UIcpAaAI2z+wHevMDB++Hj5Ef59iNWjIeSxGYPVKaiJkMGd7i6Id9gE+PYCm2GA10ewGluptNrbmY/+sRouk05bunuVagw6l4bJu4kTkv5dFv83ZAF9CAr5SrUk04P1t0ZBBkTDUl0k3Zzgc8BZVVco06+U8HVSwfYtxWDpc1fPT8lTaktb4jyfp9Msl/YYHiqJQjK8Bccmx23pbykRQ6kUiVIWxhy8Cvgqia1P/PENVFdduvZ3hS0RCfLXSjVIpsbvNZS6a80BqvKsN8Kma6B166OP/zyCmOxkiHtL51YuHVziL5qJBAppK3bRW9F4BogfnHY+tlEdqxhkrs88nnIp5uxTPiWu2rEzif95xY5sBx88ybjmnj7UdURf4/SLFzwMA/6LHmcDezzveeMkI+9bn3BmmP8uIhwz+6lVncSL8OUW7qY8/nPVptR6+5xUD567+/Rf/lTC2WKVHvFsW4lYD57sHUuwaSLG+8/9NVg94hdbtr1hxSE8PwClYUpKkfO6+ibBBMmxw/8kyC3bPCpCSiQQ4Tokd/T8J4PPtw209yBXCKI0iUbuMFWj924taEmwYszrpy7Ye8zO0mchzgOTMWgn4Wtd7U4tg1MrYTZ2G2sqsVgijNspoKlQIknDGQsWy1GwDozRByCpT11vzj2hQZ2a5hmnZJM72TIaSYFuoZVk0MFoBn2pWXdmmA9wcUGc365hy/9cls6cFnJnRdXesgh4Ux1RVoaB6CrBm+MyAz9KC6LYcReFj+DTNkW2erYfPYf88l07X0MUxWMT2chfX0MX2BrO/wPC9EK3huXR64M7H8LmSTnsl4HN/z16F4XNuVhPLx7I10cEyaVQFw+c8YO0RC+nM+wBfi2xPkwtSs4ZuNzD9DJ8WIKCY2JaJajdb+vschq9alv2DfnbRkXcWpDVj8MxMQSJskC83KNfNFoYvHNDI2xGMyhxJa4lFwwNLunTvKs+dJqCYnsYcwQwCVBYnQYFovB3wOQzfc/TwScZKW8XwwMqsdQGfGmldoCpqBK22RESpQTu76FQQI7lWi/HnGTsGBOBrnz2UCBlUG+I+umlXa/U53SXkkhWChFcxYOCyd4shvmcz3jhLhAyNh993NSFjZfKpqmJA9Mn58oo5ZW6czb3wJ4x963Ns6UmwuecnSFj+fxQhQ+P89ll2L8QL8TwjFtRXjKl4Ic4cl23oZKpQW9Gb/VOL1dZ9GW6/5SryW0VRuPMtF6A/h/PvWWPnbWJOaM/OFYfCHYKFzus5/M0fmqrwkp09fOqhMYCWeYrgGbe0zCl9vuHvpW9zqK6oEYLVWTTFdp0z3WN6AhpwzO51nTmdcNjbdMR47mKMk4e0F1oDMYLFCuWaRiPYmn9U1TBas4xhV1lUkjgZTiigc9rOEiydJmyXaRjtgE9jYknkis/J8IHI31SjZSRRQw2im1VMl+FrlXTazbr7s04+GvC5dNpNyQj68p+ingbZJmdGzqyUsLQghr2IbdtorGT4bNPn0umOZVht8Lrj0tlq6ELLWAbF+55r6vLLB/j+b3t3H2VJftf3/fP9Vd17+/bTPOzMPs4+SLsrIe1KQtJKKMhCAiEhIiyIQEacOMgHjI5B5sgJsY1MYuxzQmKIAwmxcY5ifBAEgjmOMYIYzJOdnJNgQDg8CRBeLIGeF7FPszsz3fdW/fJH/X5Vv3q4PbvTfaenet+vc6TtvtV3una6Zra+9X26MR8FnhC+9QSgPbSllcXzpdQN6uLXqz2lszTXKvcslSXHMlm50H5o3s03hjN8k8y1lpq7rXZJp1RNV8r9ohVQxh0ri/19ZeWiHoMrSZZNlPulLl+JAV/yvWMAdvHTVbPxAcHN889t1ctm08lom5NMF7WpU6G2++KseRK3fbYK2i4/8kfVucz6Uzp3iqppene3c8PxvNdXvXLnDi7riQHfnWfmvYEH5246Xy/GjovYoyvZljYuV9nF2Phdi8HUNZZzRi8P/SndUdTxL/HnndvSKzrTHXdDM/xj+c3DtejzM9KL33ao85pPs5VPweLT61tWBXxr9KLbdvUv3/s6nb7a01YAOCZvfelt+uFvePWxZBJiX+qq8ttZnh0uu755tr0DL3EmDLe5vNG/2X/7K5rKlG6QcvPuTFvTTPcepgQ2/W9x5+FtkW9pHv5bbp0qpSuT6r+vVcDXDshiwPeMeh5f8Bbp+V/cq/i56ewZ7bg9TcvLWubtX3/PzZUvn9Z071E9ldzXbW/k+qQ/p50nH5aT13LSDlK3prl+8+PVvdaBWeT473rx061yTklaug1lxRXthSTDLGTq8pDFK4t9+Vh2WWf4wjW13JePgeK0+b1J9+9ady1Uosw2NC33tCy9JlrKQqDn8riWIS3pjGsZukNbBnr4irj2rFnLYPWOPt8MVBxhSef4znhUmrJNea/SWzLtZ3WGT1K7h69b0pk2o1o74CuXSy3D0JbpioBPkp4Oqxge89vamid/gYShE4v9y1WGLw34suZY5hcqkwxfNt3QRAtdfPLJ8KUDJZ1PfnLlhM7oq195QXvL6t99c9b8u+WZ09M215nL1dO9MvmL+fT5kKV77KOSJJc+fQt/Qd1sT4TPO3+x3fUF0rt++qrDNmLt/dBfjHeeneuPyrC0dacd8O1nW3phmDh23wvbi4qbgG9F78cz9KYX36r/9esfqgO/KE7eevvL7+jdNNjmWS1sovKQ3/taPf/8li6cmR/cXA8AuO7if+cGe5nXbDcEfBtn+4OHXn7n6bpEslsa/K1fcr9+9Jtec7iS5lOrM3yzW+6v/1uedVpD4rC2P/K3685Ohi+e74H9e9HzXid9/b+oVv0kJvNd3bFZaG57KvP2r7/vNjUpLmlz8aguJ0Pjdma5PmPndepSdc/kp/2Szr1lqbvObupV96zO9tZD9p74hDRpXw9FtqFJeUWXQ8C3tVUdn9RZvP06yzcJQd1kEn5uSTA4SSrC9sK96VN+o67QGpTPNNVCj19aKFOpPA/rH1wzpdN73yrpdDErXa9laKZ0NgFcf0dfM9ClGPXQFu621qjXi9c5ZvWF1cniJVM6pW5JZ6bmgixawaC3XGWx0HKv+sM3nQ33KEnSfthx92d+V9vpQI86qLuizC9VuuYvqThyd7EXjzV/4brZtrZ1RY8+UQVWk1nyF0MMsh79D9LNL1p5TpL00N1n6v/YdHcfXbKtasSuJJ1qJjieOXVGV/xEGxerv9iyefKXRAg2X35TWNQ7vcrC4RViuchQc/2FM5v6Q39BT/p5vRcnWky2lVupPzn1kCYv+o/bb9w8mgxf5kxvevEtvaDupReqSYHveGhgPLyZJre/VBde/B/1j10Hf/3Nn6cf+8uvufoXAgCuq4fuPqOf+dY/p1fefUAgsCa2dbO0c7vueXF/p6GZ6ZvfcK/e8MLzvQzjLbsbw2trno3ZbnWPkG/0Hg6ff9t/oyIEDvm8/d/5vXkVHH7M7uoNszm9OdWZzcnBS9evZrqt0/m+TucLzTpB0CLf1Ky8pO3iCe0nQ07MTE9Mb6nvmXynlSa2zLzjlRdaE2J7brqvKuV87KO9DF+RzZT7fe1fqh70b21X2cDJNNwbtgK+6n50kmfa85NqGmmYsjlJ7lUXoW/vc/5Ur2y3Jd/QzBb67BOXNbFCeRgYk65lKMqq3DP2qZrFoS3xHlp10qQe6JKWe0YnZA8fPXxrVAV1TRbP9/r0kmOmzrEVGT47IMPncvliX8tF1Qg7m69+Ore/cU66JP2ZdrWV7NKJQd1y74om3ZLOSSzpvKLcL+STY9n8lGa20OOPfk6SlA9l+Kbb0ld878pzkqq/pN7x0AV9z899pLfj54rbkkqp8KZZspA1zzP9qZ3S6b1qKEye9sqFv7RfsHmpmvzVzfA9QxuTTH//HS/TqweehF04M9d/tfxP9C+K1+p9nWmYe9ObdMVPtPn2fzCwfDY8QVw13e2QXnDLjn72va9b/QXf8K+O7S+tU5sTndq8/sMbAAAHM7PB3ZfXhXPSe3+rHsLR9Y6H7hx+iHkUzKoHsIvLvf9eu/P36bfu/St69R/9z5qeag/2+uOzr9W7/vhv6rGzDwyW4H73V790cCr0Mzbdkls8rftPz6Vz7XuQItvURnlJp/0TKjtDTp7auE16qvq4F/BNM5lVVVUHOnVB+tK/I/38d7QGtkhSmc81LT+tZQj4NsL6rEko2/TFfn0vOw3lnpPM6ZJyWbEvK3ItfKY8b+5jFyFo/ZxOHTjgySZzbWhff/rkU+F7hv7BmB31hYqy1Mx8HczVe7DLJtlSl20mkzirz/trGeTLeuALQ1vQZiYpbQDtTuKM5Z6dxetJoGi9DF/Tw+eS2mRJWmZz5ftXVO6Fks4DMnzl5jnpUelzfldn0iAlBHzF/hXNtJDPkgxfnf3bU6Z2hi8PI4D3Hq8Gs0zSYPPUHdW+nTf93asuppakr3vVXXr4kad6Df572bZUSp/VGd10qp2pu5id1j3Lj0nWrGKQVDUYu4n0VFV7f60ZPkkrd1vdeWZTj2pXj/rdenl8feyrvlO//elv0KvvHshsxkDvGfyerEVGwAUAuMHkx9hfffb50pUnBg+97J3fqV/616/SG17++tbrW/O5/q/yZXrDiknGb37gcCt7NN2S9p4KMxA6WbbJlm4uP1dNV+/szd3buqMO+Fyn7/Dtr7igB+849cwC0dd8i/TxX+3tUPb5hqbal79S9QLaRhVUxvJKKxb1VPkY8GXOtB8CPi2d9pW35iL40OryZ35XuxurQxSbzDTTQo8+Vn3vSZjXkOUxU1fU/XjdLF5T0pn06bkmi9c7NpjhI+BDwsvC2FcNZvjsgGPN4vWyFVhV2b7YVNpZy5BvaXr5ssqQ4bPJ6j/I081dPeU39Ig/o7tmza9v4S/aYnFFEy3lk5LOOHlpuX9FG37ZyvBNt8Ji9Cc/I0mapf2DG6ek/+LDK8+l68zWVN/7F/ojtPfybWkhfdKf001b7fKIp/MzmhYPh3PpPJmcblb9g5s3rSWbdnpzoq1ppqf3C+3M2kHUXXfepbvuvGv4jWfukd79b6rFvAAA4Hj9+f+pWlcxYDaZ6I1v/sre67H9pDuw5cjc/vnVdPanPturUionW5padb55J+Ardy9I4Vm3m7fvi9704lue+Qoi56Sv/ZHeyz6fa649FZerDJ/CugpzTvs+ly8WstK07zNNsySLp4lU7ssKp31NtJsEfBvzLT3hN/VZf0Z3HpDhc5O5Zlro8cergG8aSl1jhs/KpYrwc7R68Xq3pDPN4jWBYn0s3pcPBXwj7Igb3xmPyNVLOquPqx6+5FiSGexm+Lyc3MB+ESmk1/1lLcNOFOWrJyDuzCf6psW36f3Lr2j18DVB3eUq4Mv6PXzF4oryzrH5dpWNs7DgdbZx7Zm0VZZhrPCn/Dmd32k/AdyfNWUOG91de5MtSSZ99T++5pLOg5iZ7jxbBbjdDN9V3f7ywT1IAADgOtu5tSpjfDZvCf/d7w5sOTIvelu1ykLqZfh8uobqdDuAy89cUBn6hbLNNZTohrLK4vKTumTzKjAMFsqlciGV+9XHiaVyuWIhK+g0ccQAACAASURBVPa1r7zVj7mzkevd+9+m/2X55w+8n3LTuZx5Pf1Edc8ZK7uyULnky0LFsgr4YobPWXtoS2a+LuVMd+2FL0oq6Kx+X+zxI8OHNkv69OR7Q1uaks6h7N8BPXx1Orqo94tI1R/8Le3pSpjSeVDAt7sx0a+UD0iq9rHUpxyyguXexeqFpOzPJRm+vJPhm4fa7dle1cM32zz6wCqOFf6kP6cv6mT4lhvnpPCQabbVCfhe9s4qs3fvlxz5OUUXzsz1B5+52B6AAwAATrS4uLy7g+/ImElv/V6pWPTuYyxZAr95pr2w/ezuth7Rad2qx+oqrCM9rRDw2f5FXXHbSv/tFxb69ExaWDtTt7CJrNyXCtO+2g/vt2a5ftVXLTC7B+wHzMK96v6T1T3nPFR2uaSHryxihi/c49bL1avArRra0t7DF5cAuiTD11rKTkknhni5g8s2kwme7R6+5uNqkmd6LKtrol0nGLTpljbtivYvhy3gB6waSJ+cpGWIMajzV6rC77iXLz1WLvZC9q9532bYb7e7fFTKpMnG0Qd8ZfiL7TM619vBY9vnpEfCuWx3nmR96Xce+bl03Xt+W7/xx4/1dvQBAICT63zYgbvWNRbTTelrfrD3siUT0U+dawd857an+qQ/p3N6oj3b4Ii46VwzW2pjeVF7m+1ff6lcVi5k8lUJZ3rMcrlyX96sFwym09kPyvDFyZ7F01XAtxEf9McsY1moKMJUd9dZy1CW8j7ckdc7+pKgTp1yzzTDF+6/mdKJNmtWL0jtXXve0kmcB2T45FWuzPC1SzrdbEub2tP+3jPI8M3jzhLTxqT59V0eA76QLkvKNrM4wTMEfJZm/0Kz7nl7PHzvo69ljwHfxY1be2OEs52qdr30ptka/mK7mm/54vv0joeeXRkIAAAYt9fff14/+S1fqBfdtnv1Lz5i6RqqM+faw2HObc/0SX9O99qntDU7+iFtLpSTnrfHtczbwe5SuaxYyKnsBXwLTeSKfXlZ71ga5O0e0MOXhYDPLv2ZJClP2oiW3sknGb5mD1/M/pUqy6JKpXSWq/uiKfccHNoSSj7HOKVzfCHqiKRBXBWkrRraMtTD55P3pbv2XB1EdgO+bGNHm7qi5d5lLZX1lnem4vSj7VneunCzuDBzKOALo3aXe5eUWyklA10UJkCdVwj4DhgYc60+c+YhvX/5Vn1s+xW9Y9Pdqnb9km3UT2qup1Pzie67+YAloQAA4MRxzvTyu85c/QvXIAtrqB7TjqbTdnnkue2ZPrB8s75n+U5tTo9+VkAegq7zelzFtH3/U1guVy5k5b6WlneOTeT8Ulm5p+WKDF/m7MBznoTVX5O9x6oXkl7GUk5WliqLav+yc51de77sT9us74PLpBWrfawsvZrhG+MLn8Z3xiNytaEtzWLH/mCWNMPnLT2W1UNbsk4PX76xpZkttakrWtjBY413koAvFYO6IgZ8SVloHoLB4nLs70u+x6z6w37ewjjjNQR8080d/bfL/1Q7u/3m480z1ZOtS1rTlCwAAIAbyCQEfE+4/n3RTdtT/YZ/oX6seONaAr5sFjN8T8h3Ar5l6NNz5X4vqFvaRFm5r6zc75V0xoXw3WREV1w7dlrhfjQJ+JbKJL/slXRa1gxtKctOaWZInpRlWU/x7O3hU6ky7vAjw4cWa0ozfW9oi1OTxWuXbXqpWcugstXT59OSzs7i9em8Kic4axe1dKv796QmVd4P+ML7wtAWS/bh5OHY4lKVxYs9fdXBmfY10dz2Q3bx6MsH5uEvrHNb/WB296Yq4Nuz1WWsAAAAJ8U0TCW/lPczjGc2p4rdL5vTo+/gilm2ue1LG+1y1oVNlRVXlJULLTsJiKWbKCsXcuViZYZvd37w+U7D6q+zFgK+SZLhMycrC/myPbSl7uHzvpm2qXbZpiVlm76T/fPlQGZwRAj41qoe+FpN21Q3qGsmcaa6waBaPXzZypLOuIfkjC72/oB17cSAb2M4w6e9amhLGvDFlQ3+YjUdxTbbf8Fcyaoa6v2rfO9rtRX+wjq30w9mz5y/XZK058jwAQCAk2+2Vd33XZn2A77Mmc6Gieabs6PP8KXD+bLOYvcr+Y5mxVODGb7SJsr8Qlm537tXjdVn3Z3Gve8dMnxnBjJ8pZy8L1Uuw0690LvnkoEu9XAWc61jVblnO4vX3Mn7emgiJZ1oaU/ilHzrgUCzsqHK/rnW+5qSzrJd0mmdPXxJv9pGCPjO2kUV7uCgKz496Wb4JqEU0/ZDhi+Z0pnPqmDQXa72nuSb7TG/+1n1B25/TVm2WJJwbrv/77axua2n/Fz72ZrGIgMAANxAZmG/3mLj3ODxeL+0OTn6gG86b+63unv+FvmONoqnlPl9la4dvBVuWgV8ftG7V32mGb64QuysXaym3CftR6WczBcqQ4avmdIZfg+8b0o6Xbts05elSt/N/sXMoFR6hrZgSDKls7tAvbSmh8982Z/gqWY0bLp6IR3aknUyfHmo5T5jF1VkBwddOytKOvOQ4csWIcOXlG1OwrHJ5Woq0nT7bOu9cTH61cpJr1UsSbhpa/jXf8LtakHABwAAngPmYQ2Vn980ePzc9kzT3Clfw8qodCL6bKsT8E12tFU+paxcquhk+AqbKPcLTfx+71js4ds5YEKnpHoK/Rm7qH03b5VYVkNbCpVFzPDFoS1pD187qGuSJ01JZ9PDF4a2+GSgywgzfKxlWCMv14Rxvr2WQcnQFksWPDbvq4657pROZeG1mOFLntpMQ02zLurxrD2et2trmsnZQIZvOtGen2i2X00+cnk/4JvvVwHfbKddQlCGxehLt6YMXyhJGCrplKRHX/lebZy6ZS3fGwAA4Eaye+a8fvN536S7X/sXB4+f256uZWCLJE2THYCz7fb9YDE7pW3/tJ72p3pZvNJVJZ25L7SYtO8XZ7nTJLMDVzJIqgO+s7qoRXZK6a9Sykm+UFH38MWyzZjhK5JevHCs7tMrkl17nQmeabmnxpfhI+Bbq6Y0U721DK55UuBLla1JnO09fOqWdKpUWfoqw+eSH+G0etoyt309epUMn5npBbfs6L6b2zvrJpnpo/5W3Xv5Y5KkLOnhm4aSzp2iCgY3d9oZvjJM6lxm68nwveqes/pLX3iPXnXP8Pjjl3zFe9byfQEAAG44Zvr8d/39lYe/7tV3rW1lhJs1FVXz7XaLj5/tatP2NC0vq+wFfFPtlk9qqoX+dNreX2xmuv/mHd1/y1X2KYdAcW77eryz97mwrJqbUU/pjD18TUlnPbSlM6XTe18Hg7G6rt7R58sk+0fAh4Q3afXqBXXKPZP0sHV7+JJjrrqQl0WpqbVLOtOm1bSeeZWf+2tf1Httmjk97G/X5/mPV98/efoSM3ynyxDwnWqXEFiY0lRm6xmcsj3L9Xfe9sBafm0AAICT5Auef5O+4PnD5Z6Hljf3h3mnh882qgDwtH9cn+xMbS+ziaaqduR9dnZ375f9l+993bP63kXebuUp5aRyWffpuSz08CWZOnWyeM4lWbyyk8Wr3yf5cN/uR1jSOb4zHpXkt7e3h6+d4evu6Iv6wWDM8HUaTiVp0lz0/hkEfEMmmdPD/o7m32CSrGXInPZ8ri1dUelN2zvtJzpuXv2BL6/xewMAAGAEknvOuIs5ciEA3NIV+U6GL/38kY17ru17J/eZPk12KPTwqVRZhJJOa3r4Sm+hh689pbO9lL2d/Wtn+EJL1QgzfAR865QMbell+NLBLJ1yz1JOiqsXOmsZvKqAb1m094tIqks6JV3z4vNJ5vRw2QR8eTK0xcy0CEnhi9pUnnf6/8I+GL+mDB8AAABuAGn/3ayd4cuTtV1l1i/plKR9TfTk7LZr+95pGeekneHzloU9fGFoS9bcJ1ezNAYWr6vZtVd2yzZbmUF13jce4zvjEal68Zp9et0sXjwmqbV4XbJ6MIupbPfwuUzOFyqWVcDnrT+0RZIsv7bBKZPMWhm+ei9fsFCVmn/a2k9UJGkjNu1OCfgAAABOrDTo6mT4pskQl16GLwSAf2J3aJJfZTjLKlmuIoQwbtbu96vWMjQ9fJbMuihlreEr8f7a0qXsvQxfCAa97w90GRECvjXyyeqFKsOXSlY2dEs6u2sZWj+mrCrpHMrw5RshOyi5ybUFfGamR6YX6j9I2aRdnrkII3QvuX7At71bDXG54/zZ3jEAAACcEFne7NgLMxyiWbK2y3cyfAo9ff/e316vYbgWS6vuT3sBn1V7+Hw9pbP5HnU7VcziKZZ0NisbfHdlg5pgUOzhw7BmvUJ1kazq0+tP8IzZP6eyXdLpqpLOYuDJhcy0COWU7hBZtgvnz+hPyvPVr9Ppx4sZvsvZTu998QnPdKMfDAIAAODkcJPNagpmp6psnq7tyroZvuq+8vcXt+v556/9fjHufM7n3YAvC3167aEtUszwFc1y9RDomZo+vWbXXr+kM77PbD2rLtaJgG+dkkxdNdunncWrVzZI/SmdWrWWIWb4qglHrT18koqweDy7xgyfJN17frsu65x0SjqXVgWY+/lAwLcRarivsZwUAAAAIzHZkGa7vRLH1hT37iC/kOF72N+ue89fZf3CAeJ+v8m8fT/qlcmpWbye3idXAV9Tmmm9ks4yORazf01Jp+qVDdd82seGgG+NvExuxWCW6uPkmLXfFzn59vhXixm+gZJONdOKNubX/tTkvpu39Yf+ghY+U94L+Ko/qIvJ6gxft4EWAAAAJ8xk3uvfk6SdndMqYlTUyfAVkyrI+0N/obcL+tmI0+gnG+3v3y3pdL2SznSfXruk0/t0aEt8VzKlM1bfjXBoC3v41shaGb7Ymxc+lkuOlSqVBm4mC08YnIr2NCCXy/ly8MmFJG1u70hPSdvb1/6H6N7z2/r25Vv1/5QP6nsm7UskBnzL6W7/jbPw2iGyiwAAABiBfC5l/VBiOsn0uLZ0Wk/JOhm+Pz7/JfqGDz+pT0/u1m2nrv1+cWdnR7osuVk7weHl5HzT+pT1Sjr7Q1vq++zWsbDOIdnDZ52BLmMyvjMeEd+sbZTUHcyi1gTPXrlnMrSl9WMypyzJ8LlOwGdxNcMhyirvu3lbj2tH/2/5oKZZ+xIpQsDnZ0MBX3jKkjOlEwAA4ESbzJuH/R1PxWnueTvDZ9NN/XL5Ct178/ahhp+4eJ/b2cPnLQsZvv6si9hOVS9XD4FbvJf2ZZr9iyecLGXvBoojQoZvjdI+vf5aBpcEdZ3BLMlSdqfOHj4Xe/iGM3z1hX+I5ed337Sp3JmWpVfeDfjCRCa/car/xt07pNd9m/TCL7/m7w0AAIAR+MJv7ZVsRpfctlR+tjf8b5JV98L3HaJ/T1KT2Jh0Fq+bk5VlHfC1h7a4duA2NKVT3QxfLOn09TyXMS5eJ+BbK2uFeL7Tw9esZegvZbd68XrZKgWVZcpUJuNmOztMYv/cIbJsk8zpnnNbeviRp+o/mFFsknUbp/tvdE5649++5u8LAACAkXjw7SsPXc62pVK9ks5JSCTce4j+veoXOiDDp+VgwOfj0JaY4QsDWVyyh09xLUM9pDMObSml3sL28RjfGY+KawV1vbUMdda4bA1maWf/2hm+emjLIgR8WTfDF0s6rz3DJzVPXia9ks4q4Mu3BgI+AAAAPOfFae42GQ74DjOwRVKT4RsI+FyrpLOd4TOVA8vVYxavUBnTeHG2hkuas7orG0aEgG+dkl48r9VZvO7i9fR93ZJOWSYnryKsZejtAqlLOg83OOVFt+1qY+J6AV9csjnZJOADAABAX5zmnnUSEKfm1X3k5906MO392Yi/bi/gc3IqkgxfOqXTwo6+7pTOUL5ZFlJnZUM9pbMsVE/XH2GGj5LONfLmmp7PbsAnV19UTqW8dad0xj187f4+uUzOvJbLEPD1MnyhpPOQkzK/6Yuepzc/cIsy136KEQO+6faZobcBAADgOa4I09zdpN3j9+YHbtFP/9U/p7tvuvb1YZKa1qXBDF/a+tQu6TRf9oK6emiL98nQFmt9jZSWe5LhQ0fM4sn7ZEFDPBZe6WT40iXs3QxfbCwtFiHg6w1tOfyUTknanOZ60W39yUs+NOdu7Jw91K8PAACAk6kM0zuzSXumxCRzesmFgcF/z9YBGT5TOZjhK8NQRO9X7OErS5Uryj3T940xwze+Mx4Ts1aGr/VEoLN6odXDlw5tGSjplKTlcq867jpJ2npoy+F6+FYpXfXrzncJ+AAAANDnZ1VQl03Wcz+6akqnQg+fQoYv75Z0KlnLEAK9erCLL+oMnw0NbfHtdQ5jMr4zHpF0+EqV4eusXogBn++UbcrkvJe8l7Nuhq+6KMv9KuCz7sLLuodvPbvwfDZR6U07BHwAAAAY4ObVrIdsMry24dBWTOksrVpfFidqpq1P3tprGbolnQr33uGN4Z9WH6szgyOMnkZ4yiPSyuKVnZLOtE+vO9ClCgaHFjz6GPDFDF834LvlQenUndLubUf5b1J7+Ozr9f7irdqer+kPMAAAAEbtydu+UD9ZvFblTfev5xvc8qB060v7FW2WKUumdKaVcKWsWoUWMnw+TOKsSzp9IR/6++Jk/fYevri/r9NONQIMbVkrSzJ8Un9KZ/yq7loGC/XHZfU1aYYvfFwu96vPXSdmv/NV0n/+u0f9L1K75SVv1AfLz+sNcwEAAAAk6UUvfKH++m9/h37o5jVVhL3ka6r/dXiXdXr40qEt7bUMcQ/fYJ9evM9Njknt940JAd86Jb141WKGflAnheXqabI1ZAbLsqheHSjpLBahpLPbw7dmb3nwVr3lwVuv6/cEAADAeNx7flv//Ftee92/r5dTpmYSZ5b31zI00zZDD19Inpgv6uxfLIJsgruy2Z9NDx9aWmsZynTvenXMrxra4kLA174gJUkhwIsZvqxb0gkAAAA8F7nYwxeSKklixFvVTlXW0zZDD1+4l/ZlKa/OWgbFoS1NSadpfBk+Ar418q2Szu4ePlN8VOC6u/ZUBYNlSEcPTemsSzozfoQAAACAOnv40pLOMg5MrIe2VMeaoS3NsBe5/tCWOjM4wpJOooV1Mmtl8dQZzOI0PLRFsmoZ+0CGrynpvCJJyvPJ+s4fAAAAGIssb2X4sm4Pny+bwSwxixfnYSQTPOuhLS7t4QuJGko60ZZk+FRNB4p8OqXTl709fFKT4UtrheN42XJRZfim6xp3CwAAAIyIc5kyFXWGL+vs4TNfqtmt7ur3VF+Q7ugLEzzVBIPxjZ6ADy3W7OGrdu2lGb6stXi9XbbZ7uHzBwxtmeT08AEAAAAu9PAtiyrgs1YPXyzpbCdUXF222Uz3jMFgvXhdvtf7NyYEfGtlcnomJZ1l+1hYvF4/ZRjs4QsB34SSTgAAAMDlE+UqVSw7vXhKM3ztPdfOOZXeJJ8MTIwZPtcMbanbtLor0UZgfGc8JvFJgiSt6NOTqqEtvpPhk3z9lEEDJZ1aXJYkTTfmazl1AAAAYFTymaZaqFguqs8tCfgs9vDFTF3M4oW2K1/UQ1vqZIv1SzrJ8KHFm+oMn9RdvJ7VTwqc9/LJBSlVQWBZ1xGni9fDRKFlCPhmBHwAAACA5TPlVqosqlkXSu6h44T8ejBLHNpipiIMdKnnZ3SmdFq6lH2E4dP4znhU2j18vlPSaWlJZ/q0IPbwhRrjoR6+bHmp+nxCwAcAAADYZEOSlC0va+nbYU6c0ln38HXKPdtDW0L2L93DJ0o6McCsWc1YDWZJg7q0pHN48fpQD1/cu5cVVYZP+Wx9/wIAAADASLg64LuksjNN01s1Pd/Xu9Wb46VcWMsQSzrjjr7qa7xvVj2MsKKTgG+tzOTMpy/UH3kdMKUzrHOom0pbJZ3VtKG8Dvg21nHmAAAAwKjEgC8vrqjQcIavCeraAxNbQZ3r9vA1JZ1iLQPa4phXP1jS6Xw6pTMd2mJhLUN/D58L+0QmRbV4XRl7+AAAAIAstDpNystV1i5RZfhKqeyXZpYymfe9Hr4mKPRNKxYBH1I+eSog+bBQPeiUdOqAks7WlM5wcU7Ly9rXZJx5ZQAAAOCIuTDMcFpeUaH2QESvMAXf9++v65LOTjuVJTv6xFoGDEouku4ePiWL1113aEtY2VAOBnzVxTvzV7RvZPcAAAAAScpDSee0vNLL8Mmsqq4bWK/g41qG7kCXGNx5NSWdIwyfxnfGo5I0enpf7fgI0imd1R6+5CmEueorB4a2xJLOmd/TQgR8AAAAgCTl0yrgm/l+wNdk+OIevubeu4w7+rpTOutqvaIOFJ0bX3VdftwncKKFJwe+HMrwmbJYC+yHSjrTXSD9DN/c9rRwkzX/CwAAAADjkIeSzrn2BqZ0doO65r68rNcytO+9Yxaw6s7yrdfGhAzfGsULoowlnWnquFXS2V7LYLJqGftAjbFzVYy+qT0tjZUMAAAAgCRNQsC3aXsDGT4L9979Crpuf9/Q0BYN3JePxfjOeETiVE4fhrakGT4zVw9tqRavpxm+OKVzoIcvqy7ATe2pcJR0AgAAAFIT8M21p7I7tCVU0NW9eL0pnf09fJYOYGwW+K3x32A9CPjWKSnplFd/LUNrSmda7llN6dQBJZ0zW2hJwAcAAABIkiazTUlVYqRb0im5qo1qYO2ZD1M6VazK8JVSrMxz7UByDAj41iheSKUv+5M4zcn5pqSzlR42q8o8fT/lnOVN22XhKOkEAAAAJGkyq4a2OPOhTLNR7+Gr1yu0e/jMlyp9J9liSbXewHTPsSDgW6N6717cw6eBLJ73ctYJ+OQ6JZ3Nk4TWRCGWrgMAAACSJMvn9ce9oS1yYUZGSLgk99R1hq+exNku6azKPRnagkFhLUMZ93a0A75MZdIAmlx0cfF6/ZSheZ/LkoCPkk4AAACgkjfVb90ePtU9fEX9ef21cV1a2SnpDJk+n/z/GBevs5ZhjepRripl3jcZP1VTOp01dcStKZ1WLV6vx8YmwWDmmh+ZzzbWev4AAADAaOTNvbHvrWWwurpOGlq83gSDLq5lCMka86VUhq8nw4eWuJahLKsnCp09fJLky2X4NL14qsXrQ3tCLEsaTDN6+AAAAABJUjapdupJ/bUMMYvn28vVpaqk07yv773VzfDVE/clG2H4NL4zHpXY6BkvvXZJpySVxbL1efWxVc2mZUw5Nxk+lyUZvpyADwAAAJAkmWmhiaR+hq+e0lkPbUnapGSSyrryLutO6UyGtrgRlnSO74zHJN3d0VmuHp8cFMtF+2uTj8uBtQytUbAEfAAAAEBtYTHg6/bwmZyKOqHirL0uzdJJnKGirtnDl073HF/4NL4zHpNYtlmUVe1v61j1W18HfGlaOV6AdblnEvAlGb60ThkAAAB4rltYNdRwqKTTycsrLlBPp3TGHr7O/Iw6KGyme6qXObzxje+MRyUZ2iL11jJIUrHcrz7tDG2RmnLP9ElCuoePDB8AAADQiAFfN8Pnw9qzehKnpcdMzhfNUvY4tMUNlHQytAUtlq5l8K0rKwZ4xaIK+NoXZXjfQH9fupbBTeYCAAAAUFnWAV8nzDFXVdwNDG0pLZOSCflZuN+OrVTp0JYxTulkLcMa1Zk6X1ZPFNL4OgR4y1DSaa3+vjjQJT5lSIK8ZC2Dm5DhAwAAAKKlq+6Ph3v4mtLM9P7ay9o9fHFoS7qWoa7oHF++bHxnPCbJ0BZTew9fE9QNT+mU0pUNSUlnlgZ89PABAAAAUeFChq/bw6ewlkGxNNP1j/kVJZ3J/j6mdKKtDtxihi891u7hazeAtoPB1pROAj4AAABgUJmtyvC59uL17sBE7+uhLbGiLu7cq94S9/CNr6STgG+drNnDV10kA3v4BqZ0Nr1/Qxm+5uLNpvTwAQAAAFFRl3R2e/iqks5YtimXrGWIGb6yvWuvCQrHvZaBHr51ioGbvMy39/BZvYevH9TVSx4HM3wEfAAAAMCQMlsxpdM6QZ21M3zWWq4eevhc7OFrhrZQ0omOuE8vlnQOZPiK/uL1GBiWdYavuWDTj/MpJZ0AAABA5LPVUzrTPXzW6eFzKpoeviwObUkWr4feP/bwoaWZ0lkNbWmNca1LOmMPX9Y7Vi9eT58kJBOF8hkZPgAAAKCWhYRIt4evHszSzuJJITj0/WPm0mV9MVAcXw8fJZ3rFEs6w1qG9uL16kKKGb52PXDo/Rso6VQrw0fABwAAAEQ+X9XD5+R8uni908OXHMvqtQxS6U3eN3fxYyzpJOBbq05JZ7p43XWGtrT6++J0z5BWTp9QJBfZZIOSTgAAAKCWV/fH3nV7+CwkYMLk/O4ePvWXsjuLTVml5E2lH+OMTko618vFDJ/v9fDFC8kP7uELF2AM+LL2pbUMP7YpJZ0AAABAI2T4er125uRUhgEskkundIaVDd6XKr01UzqtCgZ9GNriNc6SzkMFfGb235vZH5jZb5vZT5rZ6eTY+8zsYTP7iJl9WfL6K83sd8Kx77fwu2ZmMzP7p+H1XzWzew5zbjcCS/bwVQ8T0gurU9LZCvjC14QePtepQS7Dj20y3VzDWQMAAADjZGFP9dAevmotQ6ygaw9MNF/KfKFSVm9sMLPQklXt7yvlnpMZvl+Q9KD3/qWS/lDS+yTJzF4s6Z2SHpD0Fkk/YE1d4j+S9G5J94f/vSW8/o2SHvPe3yfp+yR99yHP7QYQAr7q2UC11DEe6U7pHOrTixm+Tq1wDPiMxesAAABArb4/XrF43ceKzs78DAs7+go5ZUn2r5TJwkCXKsO31tNfi0MFfN77n/feh5pE/VtJF8LHXynpx733e977j0p6WNKrzew2Sbve+1/xVW70hyV9VfKeD4SP/5mkN9oYc6aJOlALJZ0++e22LJR0LvsZPjtoSqekIv46OQEfAAAAELkVPXyxpHPVlE7nq+XqXtYp27QwoXPo2DgcZQ/fN0j62fDxHZI+nhz7RHjtjvBx9/XWe0IQ+YSkm47w/I5BWMtQFmFoS3KkLumMQV26fy60/gAAHY1JREFUlqEzpXNFSWddowwAAABAblLNuBgq6cysWa6u7pROlVJZNPfZ9bHw/74zcX9Erjql08x+UdKtA4e+w3v/U+FrvkPSUtKPxrcNfL0/4PWD3jN0Tu9WVRaqu+66a+W5H7v6QqoyfK25PjGLVy9eT5erxya+qqSzO/61vhAzAj4AAAAgctMqw2cDGT4pTNxUP8MXp3R2A75SLlTr6eQGfN77Lz3ouJm9S9JXSHpjKNOUqszdncmXXZD0qfD6hYHX0/d8wsxySackPbrinN4v6f2S9NBDDw0GhTeEuIevLCX59j6QcJGVddlmf6BL08PXzfBlWipTnrFVAwAAAIjyadzD1w344rq0/oyMamiLl1Sq7AR1dYavu1N7RA47pfMtkv6mpLd57y8lhz4o6Z1h8ubzVA1n+TXv/aclXTSz14T+vK+X9FPJe94VPv4aSb+cBJCjVE/p9L6aCpRcJC4Gg4MZvvBBDAY7tcKlOe1rup6TBgAAAEYqm4a1ZQMlnZLq+2tn3aEtpawsBgK+0MPnfe/YWBw2RfQPJM0k/UIISv6t9/6veO8/bGY/Ien3VJV6vsf7UJ8ofbOkH5I0V9XzF/v+flDSj5jZw6oye+885LkdP2uGtqizeL0p6exn+PpTOvs9fEubrOOMAQAAgNHKY8DXaYlqAr7YMtXfwzdU0qm4lqH+eHwOFfCFFQqrjn2XpO8aeP1Dkh4ceP2KpHcc5nxuPHHxenwekC5er4I4X/YHs9QZvfgEohPweZkWRoYPAAAASOWz1WsZJEnlslqu3knEWD2ls9vDZ1W5p+k5m+HDAeKDgyrg6+zhc+2hLe0MX2gqXTW0xZy840cHAAAApCbTzeqDVUNb4nL15JCXySksXrehks6y+XiEiBrWycWhLdWUzqEMXz2lMw3gOinnbkp6YzplJQMAAADQsbW1JUm67cxW+0Byf93r07MszNsYKumUqrUMR3+u1wsB3xo1KeEy7OFLLq46GIwlneni9VAA6oeaSqXTWxvSdHtNZw0AAACMUxzacvvp9r2y1Rm+pXq9eAesZYhDW0x+RTB44xvnWY9EXdIZMnxpTXDs2bN6LUNyLHxsdVNpNyWdSfnGuk4bAAAAGKdYBdepkIvr0QYncZpVO7N92SvbLMPQljCCcZTI8K1TDNR8KSffWq9g9Y6+ovV5eGN43/CUTrmMkk4AAACgKx8e2lLfa/tiIFNX7eGzoQyfxQyfWvM4xoSAb63iHr6weD3t4ctihi/28A2VdIaAL+tclC4nwwcAAAB0xXvk7oDDZGhLN1PnzclpeEpntaNv3IvXCfjWqJ686RXGuQ4MbamXPyZPIVx7aEt3Sqfe+Lel2c5azhkAAAAYrflp6a3/g/SCL2+9bMn9dS+oCyWdGpzSqbqHj4APPXHga+mLcHk0F5er64j7PXxXW8ug+9+0lvMFAAAARu9Vf7n3ku+sZWgJGT4bmNJZfV6GHB8BHzrqOl/vqzRxeo10Mnxpn16sMXZ+ePE6AAAAgGeufX89tJahlK0o6ax7+Aj40BWzdt6HSuEkRezc6gxfPdwlLHm0boYPAAAAwDMX76d92SvbrNYy+NDfN1DSSQ8fVjE1gdvKxeu+n+GLFyQZPgAAAODw0gzfqpLOKhjs7uFzkh93wEfqaJ0sTun0YfF6f9eeG1y8fpU9fAAAAACeudb9dTdwCxk+9Us6q5TNuIe2EPCtUVyuLl8qM9/a3dHN8LUHs4S1DKpKOt1Id34AAAAAN4QY8A0MZvFm1c5sX/R27fm4lsG3q/XGhIBvjZqZLXHbR3/xeszitfbwhWDQ+UKlN3r4AAAAgENoSjr7fXoyJ+eroS2lupV11dAW+bJfCjoSRBJr5Ot9H1WmLi3pdFkM6vp7+OLQlsEaYwAAAADPiiUzMgYDvtDD1z1Wypr2rJHelxPwrVHcw6ewT691zLUDvjSL57OpJCkv9wn4AAAAgMMKiZfcL7TsZvHMKbNqjZq3bnhkdZtVb7rnSBDwrZHVQ1sGMnz10JYiHGouvHKyKUma+0sDu0AAAAAAPCvhPnxePq1LNm8d8qHSrlrL0O/vqz4oRYYPPXXWruxn+NTL8DUB32S+I0mal5fI8AEAAACHFO/L5+Ul7XUCvjh4w6noZfi8JGMtA1aqnwiEgC/p08uSJwnVlzYX0MbWKUnSpn+agA8AAAA4pDi0ZdM/rT232TlYHcsG+vuqjJ+XDfT3jQUB3xrVu/Vihi+5Rro9fOmuvfn2riRpQ/uUdAIAAACHFZItG9rXIutm+JoJnv3F65L5UmT4MKzbw5euZXDxSUK/h29rc1elr76WDB8AAABwOOaae+plvtU9KKkK+PrhkanK8ImAD311mWa9lqG5SLprGdIpnZsbuZ7WhiT1lj8CAAAAeHYsaa0qJsMBX+aXAz18VcAnlaO9LyfgW6OYtfN1SWc6pTMEfCrC582xSeZ0KQR8JT8iAAAA4FDSDF+Zt3v46qXsKnr33t6cbOR7+PLjPoGTzMJFEQM+Sy4S55onCZJkWXsfyBULGb6RXlgAAADADSPJ8PnpduuQD4mYzBetijypyu0pTOkca6sV6aN1au3tUPsCSi8sSc66AV/VTEqGDwAAADictH1Ks25JZ3WPPlTSWffwjTjDRzSxRjGL58sqi+cHMnxNSWc74Ntz8957AAAAADx7lgRyNt0ZPOZUyKt9T17KqmDPM6UTgzpTOpMLLcvaGb60rliS9rPqycNYLywAAADgRpFm+LKN7c7B5r68P5jFZCplDG3BoHBhWT20JV3LULVPZisyfMvQTEpJJwAAAHBISeIl39jpHAslnVqxlsEr9PER8KHDwm9vGdYymPVLOnP1F69LUhECPjJ8AAAAwOGkO6/zzd32MWvuy33nnrzK6nlJ403EjPOsR6Iu0xzI8MUALw8ZPsvaP4oiLITsN44CAAAAeDbSHr5pr6QzBnxFL9niZZL3stiiNUJEE2tUX1ihTy/97c4yp9JbHfA5196Q4adVwDfW8a8AAADAjSLt4ZtunWofzJJEzMDidYtTOunhQ1fM8PmBtQxm7WAuXbwuSX4SAz5+RAAAAMChJKWaG1vtks40yDtoLcNY78vHedYjEXv2fNkP+JzZgQGfzapUs+dHBAAAAByKSwK5ze12hs8OCPi8JPOeoS1YIYx4tYGSzirgqz4vvPUyxC5MDxrr+FcAAADgRpEObZlvd6d0piFRJ+AzpzCmc23ntm4EfGvUZPji0JbmmLOmXLOUk+sEdo4MHwAAAHAkYhbvaT/T1mw6eEwaLumMe/jKkQ5THOdZj4R19/Ap7eFrSjpLWS/gm8xDhm+kqWMAAADgRhHvyy9prsx1S+sOKukMe/hESScGmNpDW6xzAcUMn5epe93FgG+sTxIAAACAG0UM+C7bxsDBLP3C/mF5mR9vIoZoYo1iSWfdw9fJ4sUMXyHXWsouNeNix3phAQAAADeKGPDtuXn/WBrkWXfxuqtLOlnLgJ7YHNpM6eymiJsevq6NzZ3W1wAAAAC4Ni7cl++5zd6xdEdfN6jzYS2D5EebiCGaWKd4wcQ9fJ2LpEhKOrvifhCmdAIAAACHE7N4+wMB38F7+CTz1WoGAj709Eo63dATg/YC9mhz+3T4Gn5EAAAAwGHELN4iv1qGr1/SGRevU9KJnnqZep3h6w5tCUNdBn4Mm5tzLXxGhg8AAAA4pNhqVQwFfK2hLd1772otQ1XSOc7QaZxnPRadks7u9RMncA5l+GaTXE9rY7QXFgAAAHCjcPG+e7LVO5Zm+Lr33tVaBi/zrGXAgPi0IJZ0didx+gN6+KQ4NnacFxYAAABwo4hBnZ9sDx0c/ljN9j2Tr9bxjRAB3xrVAV5YvO7Vrgmu1zKs2LV3xebs4QMAAAAOqc7iTYcyfMk9ulvVw1cODnQZg3Ge9UiY60zp7JZ01hm+4R9DNTaWDB8AAABwGHVQNxsI+A7I8EkmWzFxfyzy4z6Bk6xuAK17+Ib38K0q6fzpnb+gLJ/owfWdIgAAAHDiZbu36/uXX6W7Lrypd6w9pXMg4JMk+bHGewR8axUuinotQzfgM5P88OJ1Sfryd7xbjimdAAAAwKGc393Q/V/79/S6F5zvHzxgD5+3akqn8+VohykS8K1RnAbkyn1Jknft3+7yKhm+B+84tcazAwAAAJ47vvwltw2+nvbwdSvyCuXK/FLS6nv2G904w9SRiBdMXi4kST6btI7HgG9oLQMAAACA9Wv38LWHthSWK9eSxesYFoe2OB8CPmsHfHGp+ljTwwAAAMDYtfbwufZ9+dJyZb4Iy9cJ+NAR08OrSjrjmgZWLwAAAADH5ICSzjJk+OQp6cSAuIcvCxk+9Uo6Y4ZvnBcPAAAAMHZpkNfr4bOqh8+xhw9D6oAv9PCVrlPSeZU9fAAAAADWKx3a4l2/hy9TIcmLkk70uHDB5CHDZ92ALzwlKEfaAAoAAACMnXPJvfhQSadfVqHeSO/ZCfjWKGb4XMjwWd7N8DG0BQAAADhWrR6+dlDnXZjS6cvRtmERaaxRrAHOfDW0xXUDPjt4Dx8AAACA9XIHrGUobaJMBWsZMMxMKr3VPXxZPm0dJ8MHAAAAHC+X9u11Aj5luTKV1dCWkd6zj/OsR8Ksau+MPXzdgK801jIAAAAAxyot6XTtLF7pqvv3iRZk+NBnMpVydcDnyPABAAAAN5R08bo6UzoV9mhP/PI6ntHRItJYoybDV10g2aQT8MUevpE+LQAAAADGzrnVPXzKqoAv14I9fOhzZvIy5aoyfHkvw8cePgAAAOA4WWtKZ+e+PKxVm2gp9vChx1SVbWYqJUmODB8AAABwQ2lN6XSd8Cir7t8zlb0dfWMxzrMeiaqkswnmJt2Ajx4+AAAA4HglQZ71SjrTtWrjTNIQaayRhZJOSVp6pzxrX0A+XFDs4QMAAACOR2stQyfDZ2FoiyT5kd6yE/CtWRkDPmXKs/ZV0pR0Zr33AQAAAFi/dg9fN8OXVuiNM3Qa51mPSMzeLZRrknV/u631NQAAAACur3RKp3UzfFmefDLOe3YCvjVrAr5Muetm+EJJ50gbQAEAAIDRa61l6AZ8TYZvrEkaIo01q3v4lCvvZPjidM6xXjwAAADA2LmkjNM6i9ctT4a2jDRJM86zHhEf/rlQpknWDezCb/9ILx4AAABg7NKhLf2SzrSHb5xJGiKNNYsrF5Y+U965gMo4tIUfAwAAAHAsWj18nUSMS9cy0MOHIU2GL+9n+Fi8DgAAAByvNCnTLelM9miP9Z6dgG/NfLKWwboXCWsZAAAAgGOVJZM4u2sZHIvXcTV1wGd571gs6aSHDwAAADge7bUM7aDO5UkP30jv2cd51iMSA75C/YAv/vYzpRMAAAA4Hq3JnK59z+5yMny4ivKADF9T0smPAQAAADgOBy1ez3KmdOJqQt9eMRDwNYHeOC8eAAAAYOzSgM91e/go6cTVxHLNUv3BLJ4MHwAAAHCsnJkKX92z9zN86VqG63lWR4dIY81iSedQho/F6wAAAMDxMpPKeF/eWcuQTWb1x2PdnT3Osx6VkOEbCvjCBUWGDwAAADgezqwO+JwdlOEbZ4qPSGPN6gyfm/SO1SWd/BgAAACAY+GsuWe3rJ3hy5MMX2+n9kgQaazdARm+WAhMhg8AAAA4FlWGL/bwdUs6m6EtY63KG+dZj4h/BiWdBHwAAADA8Uh7+LpZvDzLtPTjnqxPpLFmdcDn2MMHAAAA3GjMrL5nt849+yQzLTXuJM04z3pEmgxfv4dP7OEDAAAAjl0s6cyydniUZ077CkEgPXwYEgM+P5DhqzN7I31aAAAAAJwE5YrZGhOXZPhGmqQh0lgzbwf08FHSCQAAABy7MgR13ZLOzJmWIcPnyfBh2OoMn8jwAQAAAMcuVuU51y/pXMRg8Lmc4TOz/9LMvJmdS157n5k9bGYfMbMvS15/pZn9Tjj2/RZG4ZjZzMz+aXj9V83snqM4t+NW1gHfUA/fuBtAAQAAgJMg3rO7Tg/fJDMtfbxnf44GfGZ2p6Q3SfqT5LUXS3qnpAckvUXSD5jF6Eb/SNK7Jd0f/veW8Po3SnrMe3+fpO+T9N2HPbcbQwj4sqGAjz18AAAAwHHzcS1Dpyovd06LuqRznPfsR3HW3yfpb0jyyWtfKenHvfd73vuPSnpY0qvN7DZJu977X/Hee0k/LOmrkvd8IHz8zyS90ca6zj7hn0GGb6wXDwAAAHASlDa8eH2S2XO7pNPM3ibpk9773+ocukPSx5PPPxFeuyN83H299R7v/VLSE5JuOsz53Qjq5s6hHj5HDx8AAABw3Ooevk6+ycxU1GsZxnnPPhCFtJnZL0q6deDQd0j6W5LePPS2gdf8Aa8f9J6hc3q3qrJQ3XXXXUNfcsOIF4/o4QMAAABuSGUs6cz64dHSxt3Dd9WAz3v/pUOvm9lLJD1P0m+FyssLkv6dmb1aVebuzuTLL0j6VHj9wsDrSt7zCTPLJZ2S9OiKc3q/pPdL0kMPPTQYFN44VvfwGT18AAAAwLGLAZ/rlHRK0lLhPn6kAd81Rxre+9/x3t/svb/He3+PqoDtFd77z0j6oKR3hsmbz1M1nOXXvPeflnTRzF4T+vO+XtJPhV/yg5LeFT7+Gkm/HPr8Rq1e4jg4tIU9fAAAAMBxW7WWQZKKkVflXTXDdy289x82s5+Q9HuSlpLe470vwuFvlvRDkuaSfjb8T5J+UNKPmNnDqjJ771zHuV1/sQF0IOBz4754AAAAgJOgmdLZz/AVlodGs3Fm+I4s4AtZvvTz75L0XQNf9yFJDw68fkXSO47qfG4U9dCWfHWGzwj4AAAAgGNTmkl+uKSzjAHfc62kE8+MPyDDVwd6BHwAAADAsfF1D9/JK+kc51mPSgj4BjJ8nj18AAAAwLGre/gGpnQWFu/jyfBhQJ3hy6a9Y+ZiSec4Lx4AAADgJKgzfAOJmNKqIHCsbVjjPOsRiT18NriWIU7p7NcKAwAAALg+SnMqvcll/URMDPjo4cMKqwO+OKXTBmqFAQAAAFwfXqZCTm4gqCvdWhYbXDdEGmtWl3Tm/ZJO9vABAAAAx8/LqZQNB3yxh2+kVXlEGmsWA77swB4+fgwAAADAcfFm8rLBqs06wzfOik4CvnWL2buhKZ3xKQEBHwAAAHB8vJwKOWWuH9X5OsM3znv2cZ71qIQRr0MBX+zdo4cPAAAAODbenMoVPXy+zvCN8559nGc9Ij78Mxvo4WPxOgAAAHD8vKqSzoEEn7yrEjcjHdJJwLdusaTTDQV8YUrnWBtAAQAAgJOgtKqkc2g/dgz4xnrPTsC3dqGkc8LQFgAAAOBGFKd0Dh7LWMuAA62e0lk/JSDgAwAAAI6Nl6un6/fUJZ3jvGcf51mPiA9p4WzSH9piDG0BAAAAjp03U6EVJZsMbcFB4pOCfKikk7UMAAAAwA1gdYbPx0o9hrZgSL14PZ/1jjGlEwAAADh+cfH6oJDhM4a2YJCZlt4pzwd+qx0ZPgAAAOC4xcXrQyyrWrP8SPcyEGmsmZdpqUyTrP9b3fTwjfNpAQAAAHASlObqdWo9IeAbZ7hHwHcdOC2UKx/Y4ujI8AEAAADHz1b38MUMHyWdGOTNtFCmfGASpw8Xj0a+2wMAAAAYs8JyLTV8T+5dHNoyzhwfkcZ1sFSuPOtfIJfOPqD/evGX9OrzrzmGswIAAAAgSf/n7tfq8Suf0j8cOObyuJbhup7SkSHDt2beXJXhGwj4nMv0I8WbpYEJngAAAACuj0/N7tWvZy8bPGZhLYONdO4GAd/amZY+02SgpLOe2TLS9DAAAABwEjizlffksYdvrCk+Ar41+6PZi/Qr5YuHM3zhohqY5wIAAADgOjEzZStuyi9t362PlBf01M7zr/NZHQ0CvjX7xVNfo29fvntwLUMM+IwMHwAAAHBsnK2eybLcPKcv2/8eXdm56/qe1BEh4FuzeN0MrmWw9j8BAAAAXH8HlXTG1iyjpBND4nUzlCJ2LpZ0jvPiAQAAAE4C51YnYWJr1lhv2Qn41szMNMlssGwzPi0Y6u8DAAAAcH3kzg22YElSnsUM3zixh2/NTBpcui5JD9y+q//u7S/RF9577vqeFAAAAIDae774Pj369P7gsYkb99wNAr41M1udwXPO9HWvHmfzJwAAAHBSvPDWnZXH6gzfOOM9SjrXzWQr08MAAAAAbmx1D98xn8e1IhJZM+eGJ3QCAAAAuPHFuRtjHbRIwLdmZPgAAACA8WJKJw52QA8fAAAAgBvbZOQBH0Nb1uyNn3eznn9u67hPAwAAAMA1uO/mHb3+Bef1wO2njvtUrol574/7HA7loYce8h/60IeO+zQAAAAA4FiY2W947x8aOkZJJwAAAACcUAR8AAAAAHBCEfABAAAAwAlFwAcAAAAAJxQBHwAAAACcUAR8AAAAAHBCEfABAAAAwAlFwAcAAAAAJxQBHwAAAACcUAR8AAAAAHBCEfABAAAAwAlFwAcAAAAAJxQBHwAAAACcUAR8AAAAAHBCEfABAAAAwAlFwAcAAAAAJxQBHwAAAACcUAR8AAAAAHBCEfABAAAAwAlFwAcAAAAAJxQBHwAAAACcUAR8AAAAAHBCEfABAAAAwAll3vvjPodDMbM/lfTHx30eA85J+txxnwROFK4pHDWuKRw1rikcNa4pHLWTek3d7b0/P3Rg9AHfjcrMPuS9f+i4zwMnB9cUjhrXFI4a1xSOGtcUjtpz8ZqipBMAAAAATigCPgAAAAA4oQj41uf9x30COHG4pnDUuKZw1LimcNS4pnDUnnPXFD18AAAAAHBCkeEDAAAAgBOKgG8NzOwtZvYRM3vYzL79uM8H42Bm/8TMHjGz301eO2tmv2Bm/z7880xy7H3hGvuImX3Z8Zw1blRmdqeZ/Wsz+30z+7CZvTe8zjWFa2JmG2b2a2b2W+Ga+rvhda4pHIqZZWb2/5nZz4TPuaZwzczsY2b2O2b2m2b2ofDac/qaIuA7YmaWSfqHkr5c0oslfZ2Zvfh4zwoj8UOS3tJ57dsl/ZL3/n5JvxQ+V7im3inpgfCeHwjXHhAtJX2b9/5Fkl4j6T3huuGawrXak/Ql3vuXSfp8SW8xs9eIawqH915Jv598zjWFw/pi7/3nJ+sXntPXFAHf0Xu1pIe99//Be78v6cclfeUxnxNGwHv/f0t6tPPyV0r6QPj4A5K+Knn9x733e977j0p6WNW1B0iSvPef9t7/u/DxRVU3U3eIawrXyFeeCp9Owv+8uKZwCGZ2QdJbJf3j5GWuKRy15/Q1RcB39O6Q9PHk80+E14BrcYv3/tNSdQMv6ebwOtcZnjEzu0fSyyX9qrimcAih9O43JT0i6Re891xTOKz/UdLfkFQmr3FN4TC8pJ83s98ws3eH157T11R+3CdwAtnAa4xCxVHjOsMzYmbbkv4PSX/Ne/+k2dClU33pwGtcU2jx3heSPt/MTkv6STN78IAv55rCgczsKyQ94r3/DTN7wzN5y8BrXFPoeq33/lNmdrOkXzCzPzjga58T1xQZvqP3CUl3Jp9fkPSpYzoXjN9nzew2SQr/fCS8znWGqzKziapg70e99/88vMw1hUPz3j8u6d+o6nnhmsK1eq2kt5nZx1S1wHyJmf1v4prCIXjvPxX++Yikn1RVovmcvqYI+I7er0u638yeZ2ZTVY2gHzzmc8J4fVDSu8LH75L0U8nr7zSzmZk9T9L9kn7tGM4PNyirUnk/KOn3vfffmxzimsI1MbPzIbMnM5tL+lJJfyCuKVwj7/37vPcXvPf3qLpf+mXv/V8U1xSukZltmdlO/FjSmyX9rp7j1xQlnUfMe780s78q6V9JyiT9E+/9h4/5tDACZva/S3qDpHNm9glJ3ynp70n6CTP7Rkl/IukdkuS9/7CZ/YSk31M1jfE9odQKiF4r6T+T9Duh50qS/pa4pnDtbpP0gTDBzkn6Ce/9z5jZr4hrCkeLv6dwrW5RVW4uVXHOj3nvf87Mfl3P4WvKvD9xZaoAAAAAAFHSCQAAAAAnFgEfAAAAAJxQBHwAAAAAcEIR8AEAAADACUXABwAAAAAnFAEfAAAAAJxQBHwAAAAAcEIR8AEAAADACfX/A414jhS7QdXGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 512\n",
    "spectral = [0j] * N\n",
    "\n",
    "na=100\n",
    "nb=120\n",
    "\n",
    "for i in range(N):\n",
    "    if na<=i<=nb:\n",
    "        spectral[i] = (1+0j) * N / 2 #由于 ifft是用X(k)=N * Amp N倍幅值计算的 所以要乘以N 除以2是正负频各分一半幅值\n",
    "    if N - nb <=i<= N - na:\n",
    "        spectral[i] = (1+0j) * N / 2\n",
    "\n",
    "inputwave = np.fft.ifft(spectral)\n",
    "inputwave = np.real(inputwave)\n",
    "\n",
    "R_wave = [0]*N\n",
    "\n",
    "for tau in range(N):\n",
    "    sumt = 0\n",
    "    for i in range(N):\n",
    "        temp = i - tau\n",
    "        sumt = sumt + inputwave[i] * inputwave[temp] #自相关函数\n",
    "    R_wave[tau] = sumt \n",
    "    \n",
    "approxR_wave = [0]*N    #近似计算的自相关波形\n",
    "nc = (na+nb)/2\n",
    "dn = (nb-na)/2\n",
    "amp = N * (nb-na) * 1**2 / 2\n",
    "for i in range(1,N):\n",
    "    tau = i\n",
    "    if i > N/2:\n",
    "        tau = N - i  #相移不能大于半周期，大于相当于是负相移\n",
    "    psi =  nc * tau * 2 * math.pi / N\n",
    "    cositem = math.cos(psi)\n",
    "    psi =  dn * tau * 2 * math.pi / N\n",
    "    sinitem = math.sin(psi)\n",
    "    approxR_wave[i] = amp * cositem * sinitem / psi\n",
    "    \n",
    "approxR_wave[0] = amp\n",
    "    \n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(R_wave)\n",
    "plt.plot(approxR_wave)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x211f5f4a710>]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "sigma = 5 #标准差 \n",
    "mu = (na + nb) / 2  #期望（均数）\n",
    "\n",
    "for i in range(N):\n",
    "    if na<=i<=nb:\n",
    "        temp = (i-mu)/sigma\n",
    "        temp = temp ** 2\n",
    "        temp = temp / 2\n",
    "        temp = math.exp(-temp)\n",
    "        temp = temp/(math.sqrt(2 * math.pi)*sigma)\n",
    "        spectral[i] = temp * (1+0j) * N / 2 #由于 ifft是用X(k)=N * Amp N倍幅值计算的 所以要乘以N 除以2是正负频各分一半幅值\n",
    "    if N - nb <=i<= N - na:\n",
    "        temp = (i- N +mu)/sigma\n",
    "        temp = temp ** 2\n",
    "        temp = temp / 2\n",
    "        temp = math.exp(-temp)\n",
    "        temp = temp/(math.sqrt(2 * math.pi)*sigma)\n",
    "        spectral[i] = temp*(1+0j) * N / 2\n",
    "\n",
    "inputwave = np.fft.ifft(spectral)\n",
    "inputwave = np.real(inputwave)\n",
    "\n",
    "R_wave1 = [0]*N\n",
    "\n",
    "for tau in range(N):\n",
    "    sumt = 0\n",
    "    for i in range(N):\n",
    "        temp = i - tau\n",
    "        sumt = sumt + inputwave[i] * inputwave[temp] #自相关函数\n",
    "    R_wave1[tau] = sumt\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(np.abs(spectral))\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(R_wave)\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(R_wave1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
